Overview

Dataset statistics

Number of variables	139
Number of observations	522
Missing cells	9891
Missing cells (%)	13.6%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	567.0 KiB
Average record size in memory	1.1 KiB

Variable types

Numeric	27
Categorical	37
DateTime	2
Unsupported	8
Text	9
Boolean	56

Alerts

`phone_number` has constant value "89000001"	Constant
`Renal complication` has constant value "False"	Constant
`Type of renal complication` has constant value "False"	Constant
`Bleeding post operation at the site of surgery that requires transfer of >= 4 packet cells within 72 hrs after surgery` has constant value "False"	Constant
`Coma` has constant value "False"	Constant
`Major wound disruption` has constant value "False"	Constant
`Graft rejection` has constant value "False"	Constant
`Sepsis` has constant value "False"	Constant
`Systemic Inflammatory Response Syndrome (SISS)` has constant value "0"	Constant
`Unplanned Intubation` has constant value "False"	Constant
`mv_48h_or_more` has constant value "False"	Constant
`death_post_discharge` has constant value "False"	Constant
`AFib-tachycardia` is highly overall correlated with `Blood Loss during surgery` and 3 other fields	High correlation
`Analgesics Post Operation` is highly overall correlated with `Antibiotics Post Operation` and 5 other fields	High correlation
`Anesthesia type` is highly overall correlated with `Urine Output`	High correlation
`Antibiotics Post Operation` is highly overall correlated with `Analgesics Post Operation` and 2 other fields	High correlation
`Anticoagulant` is highly overall correlated with `Blood Loss during surgery`	High correlation
`Antidiabetic` is highly overall correlated with `DiabetesMellitus` and 1 other fields	High correlation
`Antihypertensive` is highly overall correlated with `Current Medication` and 2 other fields	High correlation
`Antiplatelets` is highly overall correlated with `CAD History` and 3 other fields	High correlation
`Antipsychotic` is highly overall correlated with `Neurological/ Psychological disease` and 1 other fields	High correlation
`BUN before Discharge` is highly overall correlated with `Analgesics Post Operation` and 18 other fields	High correlation
`BUN day 1 post surgery` is highly overall correlated with `BUN before Discharge` and 17 other fields	High correlation
`Bacteremia` is highly overall correlated with `Pre Na` and 5 other fields	High correlation
`BacteriaTypeRelatedToSurgery` is highly overall correlated with `Cardiac Complication` and 10 other fields	High correlation
`Betablocker` is highly overall correlated with `Current Medication` and 1 other fields	High correlation
`Blood Loss during surgery` is highly overall correlated with `AFib-tachycardia` and 25 other fields	High correlation
`Blood Transfusion During Surgery` is highly overall correlated with `Blood Loss during surgery` and 1 other fields	High correlation
`CAD History` is highly overall correlated with `Antiplatelets` and 2 other fields	High correlation
`CKD` is highly overall correlated with `BUN before Discharge` and 7 other fields	High correlation
`COPD` is highly overall correlated with `BUN before Discharge` and 2 other fields	High correlation
`Cardiac Complication` is highly overall correlated with `BUN before Discharge` and 10 other fields	High correlation
`Collection` is highly overall correlated with `BUN before Discharge` and 11 other fields	High correlation
`Complication During Surgery` is highly overall correlated with `BUN before Discharge` and 6 other fields	High correlation
`Complication Post Surgery` is highly overall correlated with `Infection of the surgical site` and 5 other fields	High correlation
`Creatinine before Discharge` is highly overall correlated with `BUN before Discharge` and 16 other fields	High correlation
`Creatinine_D1` is highly overall correlated with `Antibiotics Post Operation` and 10 other fields	High correlation
`Current Medication` is highly overall correlated with `Antihypertensive` and 4 other fields	High correlation
`DiabetesMellitus` is highly overall correlated with `Antidiabetic`	High correlation
`Dialysis` is highly overall correlated with `BUN before Discharge` and 8 other fields	High correlation
`Diuratic` is highly overall correlated with `BUN day 1 post surgery` and 2 other fields	High correlation
`Duration Of Surgery` is highly overall correlated with `hospital_stay_days`	High correlation
`Duration in intensive care unit (days)` is highly overall correlated with `BUN day 1 post surgery` and 9 other fields	High correlation
`Dyslipidemia` is highly overall correlated with `Blood Loss during surgery`	High correlation
`ER Admission Before Surgery` is highly overall correlated with `Emergency Status of surgery` and 2 other fields	High correlation
`Emergency Status of surgery` is highly overall correlated with `Blood Loss during surgery` and 1 other fields	High correlation
`Extubation Post OR` is highly overall correlated with `Duration in intensive care unit (days)` and 7 other fields	High correlation
`Floor` is highly overall correlated with `Neurological complication` and 1 other fields	High correlation
`Gastrointestinal Disease` is highly overall correlated with `BUN day 1 post surgery` and 5 other fields	High correlation
`HB before discharge` is highly overall correlated with `COPD` and 10 other fields	High correlation
`HB day 1 post surgery` is highly overall correlated with `BUN before Discharge` and 3 other fields	High correlation
`HF` is highly overall correlated with `AFib-tachycardia` and 7 other fields	High correlation
`Hypertension` is highly overall correlated with `Antihypertensive` and 5 other fields	High correlation
`Infection of the surgical site` is highly overall correlated with `Complication Post Surgery` and 3 other fields	High correlation
`Na before Discharge` is highly overall correlated with `Analgesics Post Operation` and 10 other fields	High correlation
`Na day 1 post surgery` is highly overall correlated with `Gastrointestinal Disease` and 5 other fields	High correlation
`Neurological complication` is highly overall correlated with `BacteriaTypeRelatedToSurgery` and 8 other fields	High correlation
`Neurological/ Psychological disease` is highly overall correlated with `Antipsychotic` and 1 other fields	High correlation
`Number of ransfused packet cells` is highly overall correlated with `BUN before Discharge` and 4 other fields	High correlation
`Number of transfused PC during surgery` is highly overall correlated with `Blood Loss during surgery` and 1 other fields	High correlation
`Open heart surgery` is highly overall correlated with `AFib-tachycardia` and 5 other fields	High correlation
`Other positive cultures related to surgery` is highly overall correlated with `BacteriaTypeRelatedToSurgery` and 3 other fields	High correlation
`PAD` is highly overall correlated with `AFib-tachycardia` and 5 other fields	High correlation
`Pathology Findings` is highly overall correlated with `Surgery` and 1 other fields	High correlation
`Platelet befor eDischarge` is highly overall correlated with `Analgesics Post Operation` and 8 other fields	High correlation
`Platelet day 1 post surgery` is highly overall correlated with `Platelet befor eDischarge` and 1 other fields	High correlation
`Pre HB` is highly overall correlated with `HB before discharge` and 4 other fields	High correlation
`Pre Na` is highly overall correlated with `Bacteremia` and 5 other fields	High correlation
`Pre Platelet` is highly overall correlated with `Platelet day 1 post surgery` and 2 other fields	High correlation
`Pre-BUN` is highly overall correlated with `BUN before Discharge` and 12 other fields	High correlation
`Pre-Creatinine` is highly overall correlated with `BUN before Discharge` and 9 other fields	High correlation
`Pulmonary complication` is highly overall correlated with `Duration in intensive care unit (days)` and 2 other fields	High correlation
`Radiology` is highly overall correlated with `ER Admission Before Surgery` and 1 other fields	High correlation
`Septic Shock` is highly overall correlated with `BUN before Discharge` and 12 other fields	High correlation
`Stroke` is highly overall correlated with `BacteriaTypeRelatedToSurgery` and 26 other fields	High correlation
`Surgery` is highly overall correlated with `CKD` and 3 other fields	High correlation
`Thyroidal Medication` is highly overall correlated with `Type of Endocrine Disease`	High correlation
`Tumor Category` is highly overall correlated with `Bacteremia` and 22 other fields	High correlation
`Type of Endocrine Disease` is highly overall correlated with `Thyroidal Medication`	High correlation
`Type of Gastrointestinal Disease` is highly overall correlated with `BUN day 1 post surgery` and 5 other fields	High correlation
`Type of Neurological/ psychological disease` is highly overall correlated with `Antipsychotic` and 1 other fields	High correlation
`Type of bacteria at the surgical site` is highly overall correlated with `Collection` and 19 other fields	High correlation
`Type of bacteria in blood` is highly overall correlated with `Bacteremia` and 9 other fields	High correlation
`Type of cardiac Complication` is highly overall correlated with `BUN before Discharge` and 10 other fields	High correlation
`Type of culture related to surgery` is highly overall correlated with `BacteriaTypeRelatedToSurgery` and 13 other fields	High correlation
`Type of medical Imaging` is highly overall correlated with `ER Admission Before Surgery` and 1 other fields	High correlation
`Type of nurologic complication` is highly overall correlated with `BacteriaTypeRelatedToSurgery` and 9 other fields	High correlation
`Type of pulmonary complication` is highly overall correlated with `Cardiac Complication` and 5 other fields	High correlation
`Type of stroke` is highly overall correlated with `BacteriaTypeRelatedToSurgery` and 26 other fields	High correlation
`Unplanned transfer to intensive care unit` is highly overall correlated with `BUN day 1 post surgery` and 8 other fields	High correlation
`Urine Output` is highly overall correlated with `Analgesics Post Operation` and 19 other fields	High correlation
`Way Of Anesthesia` is highly overall correlated with `Blood Loss during surgery` and 3 other fields	High correlation
`admission_other_hospital` is highly overall correlated with `BUN before Discharge` and 10 other fields	High correlation
`age` is highly overall correlated with `Antiplatelets` and 4 other fields	High correlation
`answered_call_followup` is highly overall correlated with `complication_post_discharge` and 4 other fields	High correlation
`bmi` is highly overall correlated with `Creatinine before Discharge` and 4 other fields	High correlation
`bmi_category` is highly overall correlated with `Stroke` and 3 other fields	High correlation
`complication_post_discharge` is highly overall correlated with `BUN before Discharge` and 11 other fields	High correlation
`death_in_hospital_postop` is highly overall correlated with `Blood Loss during surgery` and 12 other fields	High correlation
`er_visit` is highly overall correlated with `Blood Loss during surgery` and 9 other fields	High correlation
`gender` is highly overall correlated with `Floor` and 1 other fields	High correlation
`height_cm` is highly overall correlated with `Stroke` and 3 other fields	High correlation
`hospital_stay_days` is highly overall correlated with `Bacteremia` and 6 other fields	High correlation
`id_number` is highly overall correlated with `patient_name` and 1 other fields	High correlation
`infection_or_inflammation` is highly overall correlated with `Complication Post Surgery` and 11 other fields	High correlation
`other_complication` is highly overall correlated with `post_discharge_complication_type` and 4 other fields	High correlation
`patient_name` is highly overall correlated with `id_number` and 1 other fields	High correlation
`physician_name` is highly overall correlated with `id_number` and 1 other fields	High correlation
`post_discharge_complication_type` is highly overall correlated with `Bacteremia` and 23 other fields	High correlation
`readmission_related_to_or` is highly overall correlated with `Complication Post Surgery` and 13 other fields	High correlation
`redo_surgery` is highly overall correlated with `BUN before Discharge` and 22 other fields	High correlation
`unplanned_or_reason` is highly overall correlated with `Collection` and 13 other fields	High correlation
`unplanned_return_to_or` is highly overall correlated with `Type of bacteria at the surgical site` and 3 other fields	High correlation
`weight_kg` is highly overall correlated with `Creatinine before Discharge` and 5 other fields	High correlation
`Dyslipidemia` is highly imbalanced (54.5%)	Imbalance
`HF` is highly imbalanced (90.6%)	Imbalance
`Open heart surgery` is highly imbalanced (90.1%)	Imbalance
`AFib-tachycardia` is highly imbalanced (88.1%)	Imbalance
`PAD` is highly imbalanced (91.2%)	Imbalance
`COPD` is highly imbalanced (71.4%)	Imbalance
`CKD` is highly imbalanced (66.7%)	Imbalance
`Dialysis` is highly imbalanced (77.4%)	Imbalance
`Neurological/ Psychological disease` is highly imbalanced (58.3%)	Imbalance
`Type of Neurological/ psychological disease` is highly imbalanced (81.3%)	Imbalance
`Gastrointestinal Disease` is highly imbalanced (85.3%)	Imbalance
`Type of Gastrointestinal Disease` is highly imbalanced (92.6%)	Imbalance
`Type of Endocrine Disease` is highly imbalanced (83.5%)	Imbalance
`Anticoagulant` is highly imbalanced (70.6%)	Imbalance
`Thyroidal Medication` is highly imbalanced (66.0%)	Imbalance
`Antipsychotic` is highly imbalanced (61.7%)	Imbalance
`Diuratic` is highly imbalanced (75.7%)	Imbalance
`OtherMedication` is highly imbalanced (90.8%)	Imbalance
`Type of medical Imaging` is highly imbalanced (54.2%)	Imbalance
`Emergency Status of surgery` is highly imbalanced (55.1%)	Imbalance
`Anesthesia type` is highly imbalanced (53.9%)	Imbalance
`Way Of Anesthesia` is highly imbalanced (83.3%)	Imbalance
`Complication During Surgery` is highly imbalanced (97.0%)	Imbalance
`Blood Transfusion During Surgery` is highly imbalanced (74.8%)	Imbalance
`Number of transfused PC during surgery` is highly imbalanced (86.2%)	Imbalance
`Complication Post Surgery` is highly imbalanced (63.1%)	Imbalance
`Cardiac Complication` is highly imbalanced (98.0%)	Imbalance
`Type of cardiac Complication` is highly imbalanced (98.0%)	Imbalance
`Pulmonary complication` is highly imbalanced (89.7%)	Imbalance
`Type of pulmonary complication` is highly imbalanced (93.9%)	Imbalance
`Number of ransfused packet cells` is highly imbalanced (94.6%)	Imbalance
`Neurological complication` is highly imbalanced (96.4%)	Imbalance
`Type of nurologic complication` is highly imbalanced (97.5%)	Imbalance
`Stroke` is highly imbalanced (98.0%)	Imbalance
`Type of stroke` is highly imbalanced (98.0%)	Imbalance
`Infection of the surgical site` is highly imbalanced (83.2%)	Imbalance
`Type of bacteria at the surgical site` is highly imbalanced (93.2%)	Imbalance
`Bacteremia` is highly imbalanced (93.5%)	Imbalance
`Type of bacteria in blood` is highly imbalanced (96.5%)	Imbalance
`Other positive cultures related to surgery` is highly imbalanced (93.5%)	Imbalance
`Type of culture related to surgery` is highly imbalanced (96.2%)	Imbalance
`BacteriaTypeRelatedToSurgery` is highly imbalanced (96.5%)	Imbalance
`Unplanned transfer to intensive care unit` is highly imbalanced (96.4%)	Imbalance
`Duration in intensive care unit (days)` is highly imbalanced (97.5%)	Imbalance
`Septic Shock` is highly imbalanced (96.4%)	Imbalance
`Collection` is highly imbalanced (96.4%)	Imbalance
`unplanned_return_to_or` is highly imbalanced (86.3%)	Imbalance
`unplanned_or_reason` is highly imbalanced (93.5%)	Imbalance
`other_complication` is highly imbalanced (93.1%)	Imbalance
`death_in_hospital_postop` is highly imbalanced (93.5%)	Imbalance
`complication_post_discharge` is highly imbalanced (69.3%)	Imbalance
`er_visit` is highly imbalanced (81.0%)	Imbalance
`post_discharge_complication_type` is highly imbalanced (86.9%)	Imbalance
`readmission_related_to_or` is highly imbalanced (79.4%)	Imbalance
`infection_or_inflammation` is highly imbalanced (74.9%)	Imbalance
`redo_surgery` is highly imbalanced (96.9%)	Imbalance
`admission_other_hospital` is highly imbalanced (96.9%)	Imbalance
`weight_kg` has 27 (5.2%) missing values	Missing
`height_cm` has 34 (6.5%) missing values	Missing
`bmi` has 34 (6.5%) missing values	Missing
`bmi_category` has 34 (6.5%) missing values	Missing
`blood_group` has 456 (87.4%) missing values	Missing
`ICD10` has 215 (41.2%) missing values	Missing
`Pre-BUN` has 200 (38.3%) missing values	Missing
`BUN day 1 post surgery` has 461 (88.3%) missing values	Missing
`BUN before Discharge` has 489 (93.7%) missing values	Missing
`Pre-Creatinine` has 106 (20.3%) missing values	Missing
`Creatinine_D1` has 440 (84.3%) missing values	Missing
`Creatinine before Discharge` has 475 (91.0%) missing values	Missing
`Pre Na` has 187 (35.8%) missing values	Missing
`Na day 1 post surgery` has 437 (83.7%) missing values	Missing
`Na before Discharge` has 466 (89.3%) missing values	Missing
`Pre HB` has 10 (1.9%) missing values	Missing
`HB day 1 post surgery` has 401 (76.8%) missing values	Missing
`HB before discharge` has 454 (87.0%) missing values	Missing
`Pre Platelet` has 11 (2.1%) missing values	Missing
`Platelet day 1 post surgery` has 401 (76.8%) missing values	Missing
`Platelet befor eDischarge` has 454 (87.0%) missing values	Missing
`Duration Of Surgery` has 6 (1.1%) missing values	Missing
`Extubation Post OR` has 240 (46.0%) missing values	Missing
`Blood Loss during surgery` has 488 (93.5%) missing values	Missing
`Urine Output` has 488 (93.5%) missing values	Missing
`Tumor Category` has 454 (87.0%) missing values	Missing
`Pathology description` has 237 (45.4%) missing values	Missing
`Anesthesia type` has 8 (1.5%) missing values	Missing
`Way Of Anesthesia` has 8 (1.5%) missing values	Missing
`complication_post_discharge` has 212 (40.6%) missing values	Missing
`er_visit` has 212 (40.6%) missing values	Missing
`post_discharge_complication_type` has 212 (40.6%) missing values	Missing
`readmission_related_to_or` has 212 (40.6%) missing values	Missing
`infection_or_inflammation` has 212 (40.6%) missing values	Missing
`redo_surgery` has 212 (40.6%) missing values	Missing
`admission_other_hospital` has 212 (40.6%) missing values	Missing
`death_post_discharge` has 212 (40.6%) missing values	Missing
`notes_description` has 464 (88.9%) missing values	Missing
`id_number` is uniformly distributed	Uniform
`patient_name` is uniformly distributed	Uniform
`id_number` has unique values	Unique
`patient_name` has unique values	Unique
`marital_status` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`blood_group` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`Allergy` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`Endocrine Disease` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`Cancer` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`Type of cancer` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`Other_History` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`Code of surgeon` is an unsupported type, check if it needs cleaning or further analysis	Unsupported

Reproduction

Analysis started	2025-12-18 11:44:41.937201
Analysis finished	2025-12-18 11:46:35.706858
Duration	1 minute and 53.77 seconds
Software version	ydata-profiling vv4.18.0
Download configuration	config.json

id_number
Real number (ℝ)

High correlation Uniform Unique

Distinct	522
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7261.5

Minimum	7001
Maximum	7522
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.2 KiB

Quantile statistics

Minimum	7001
5-th percentile	7027.05
Q1	7131.25
median	7261.5
Q3	7391.75
95-th percentile	7495.95
Maximum	7522
Range	521
Interquartile range (IQR)	260.5

Descriptive statistics

Standard deviation	150.83269
Coefficient of variation (CV)	0.020771561
Kurtosis	-1.2
Mean	7261.5
Median Absolute Deviation (MAD)	130.5
Skewness	0
Sum	3790503
Variance	22750.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7383	1	0.2%
7165	1	0.2%
7428	1	0.2%
7069	1	0.2%
7068	1	0.2%
7471	1	0.2%
7473	1	0.2%
7070	1	0.2%
7393	1	0.2%
7072	1	0.2%
Other values (512)	512	98.1%

Value	Count	Frequency (%)
7001	1	0.2%
7002	1	0.2%
7003	1	0.2%
7004	1	0.2%
7005	1	0.2%
7006	1	0.2%
7007	1	0.2%
7008	1	0.2%
7009	1	0.2%
7010	1	0.2%

Value	Count	Frequency (%)
7522	1	0.2%
7521	1	0.2%
7520	1	0.2%
7519	1	0.2%
7518	1	0.2%
7517	1	0.2%
7516	1	0.2%
7515	1	0.2%
7514	1	0.2%
7513	1	0.2%

patient_name
Real number (ℝ)

High correlation Uniform Unique

Distinct	522
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1061.5

Minimum	801
Maximum	1322
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.2 KiB

Quantile statistics

Minimum	801
5-th percentile	827.05
Q1	931.25
median	1061.5
Q3	1191.75
95-th percentile	1295.95
Maximum	1322
Range	521
Interquartile range (IQR)	260.5

Descriptive statistics

Standard deviation	150.83269
Coefficient of variation (CV)	0.14209391
Kurtosis	-1.2
Mean	1061.5
Median Absolute Deviation (MAD)	130.5
Skewness	0
Sum	554103
Variance	22750.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1183	1	0.2%
965	1	0.2%
1228	1	0.2%
869	1	0.2%
868	1	0.2%
1271	1	0.2%
1273	1	0.2%
870	1	0.2%
1193	1	0.2%
872	1	0.2%
Other values (512)	512	98.1%

Value	Count	Frequency (%)
801	1	0.2%
802	1	0.2%
803	1	0.2%
804	1	0.2%
805	1	0.2%
806	1	0.2%
807	1	0.2%
808	1	0.2%
809	1	0.2%
810	1	0.2%

Value	Count	Frequency (%)
1322	1	0.2%
1321	1	0.2%
1320	1	0.2%
1319	1	0.2%
1318	1	0.2%
1317	1	0.2%
1316	1	0.2%
1315	1	0.2%
1314	1	0.2%
1313	1	0.2%

phone_number
Categorical

Constant

Distinct	1
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

89000001	522

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	4176
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	89000001
2nd row	89000001
3rd row	89000001
4th row	89000001
5th row	89000001

Common Values

Value	Count	Frequency (%)
89000001	522	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
89000001	522	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	2610	62.5%
8	522	12.5%
9	522	12.5%
1	522	12.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4176	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2610	62.5%
8	522	12.5%
9	522	12.5%
1	522	12.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4176	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2610	62.5%
8	522	12.5%
9	522	12.5%
1	522	12.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4176	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2610	62.5%
8	522	12.5%
9	522	12.5%
1	522	12.5%

physician_name
Real number (ℝ)

High correlation

Distinct	67
Distinct (%)	12.9%
Missing	1
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	24.763916

Minimum	1
Maximum	72
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	12
median	22
Q3	34
95-th percentile	55
Maximum	72
Range	71
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	15.989417
Coefficient of variation (CV)	0.64567403
Kurtosis	-0.059301349
Mean	24.763916
Median Absolute Deviation (MAD)	12
Skewness	0.50898859
Sum	12902
Variance	255.66146
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	77	14.8%
2	32	6.1%
1	28	5.4%
9	27	5.2%
46	26	5.0%
15	25	4.8%
34	20	3.8%
21	18	3.4%
28	17	3.3%
31	16	3.1%
Other values (57)	235	45.0%

Value	Count	Frequency (%)
1	28	5.4%
2	32	6.1%
3	5	1.0%
4	1	0.2%
5	1	0.2%
6	6	1.1%
7	8	1.5%
8	14	2.7%
9	27	5.2%
10	2	0.4%

Value	Count	Frequency (%)
72	1	0.2%
71	1	0.2%
70	1	0.2%
69	2	0.4%
68	1	0.2%
67	1	0.2%
66	1	0.2%
65	1	0.2%
64	2	0.4%
63	3	0.6%

admission_date
Date

Distinct	37
Distinct (%)	7.1%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

Minimum	2024-12-03 00:00:00
Maximum	2025-06-13 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=37)

age
Real number (ℝ)

High correlation

Distinct	89
Distinct (%)	17.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42.632663

Minimum	0.25
Maximum	93
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.2 KiB

Quantile statistics

Minimum	0.25
5-th percentile	4
Q1	28
median	44
Q3	59
95-th percentile	75
Maximum	93
Range	92.75
Interquartile range (IQR)	31

Descriptive statistics

Standard deviation	21.831479
Coefficient of variation (CV)	0.51208341
Kurtosis	-0.82276604
Mean	42.632663
Median Absolute Deviation (MAD)	16
Skewness	-0.1777198
Sum	22254.25
Variance	476.61348
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
53	15	2.9%
44	14	2.7%
50	14	2.7%
47	12	2.3%
31	12	2.3%
58	12	2.3%
51	12	2.3%
3	12	2.3%
33	10	1.9%
60	10	1.9%
Other values (79)	399	76.4%

Value	Count	Frequency (%)
0.25	1	0.2%
0.5	2	0.4%
1	2	0.4%
2	4	0.8%
3	12	2.3%
4	9	1.7%
5	8	1.5%
6	9	1.7%
7	4	0.8%
8	3	0.6%

Value	Count	Frequency (%)
93	1	0.2%
89	1	0.2%
88	1	0.2%
87	1	0.2%
86	1	0.2%
83	5	1.0%
82	1	0.2%
81	1	0.2%
80	2	0.4%
79	2	0.4%

gender
Categorical

High correlation

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

male	298
female	224

Length

Max length	6
Median length	4
Mean length	4.8582375
Min length	4

Characters and Unicode

Total characters	2536
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	male
2nd row	male
3rd row	male
4th row	female
5th row	female

Common Values

Value	Count	Frequency (%)
male	298	57.1%
female	224	42.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
male	298	57.1%
female	224	42.9%

Most occurring characters

Value	Count	Frequency (%)
e	746	29.4%
m	522	20.6%
a	522	20.6%
l	522	20.6%
f	224	8.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2536	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	746	29.4%
m	522	20.6%
a	522	20.6%
l	522	20.6%
f	224	8.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2536	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	746	29.4%
m	522	20.6%
a	522	20.6%
l	522	20.6%
f	224	8.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2536	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	746	29.4%
m	522	20.6%
a	522	20.6%
l	522	20.6%
f	224	8.8%

governorate
Categorical

Distinct	6
Distinct (%)	1.2%
Missing	4
Missing (%)	0.8%
Memory size	4.2 KiB

Mount Lebanon	351
South	64
Beqaa	49
Beirut	28
non lebanese	23

Length

Max length	13
Median length	13
Mean length	10.785714
Min length	5

Characters and Unicode

Total characters	5587
Distinct characters	19
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Beqaa
2nd row	Mount Lebanon
3rd row	Beirut
4th row	Mount Lebanon
5th row	non lebanese

Common Values

Value	Count	Frequency (%)
Mount Lebanon	351	67.2%
South	64	12.3%
Beqaa	49	9.4%
Beirut	28	5.4%
non lebanese	23	4.4%
North	3	0.6%
(Missing)	4	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
mount	351	39.3%
lebanon	351	39.3%
south	64	7.2%
beqaa	49	5.5%
beirut	28	3.1%
non	23	2.6%
lebanese	23	2.6%
north	3	0.3%

Most occurring characters

Value	Count	Frequency (%)
n	1122	20.1%
o	792	14.2%
e	497	8.9%
a	472	8.4%
t	446	8.0%
u	443	7.9%
b	374	6.7%
	374	6.7%
M	351	6.3%
L	351	6.3%
Other values (9)	365	6.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5587	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	1122	20.1%
o	792	14.2%
e	497	8.9%
a	472	8.4%
t	446	8.0%
u	443	7.9%
b	374	6.7%
	374	6.7%
M	351	6.3%
L	351	6.3%
Other values (9)	365	6.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5587	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	1122	20.1%
o	792	14.2%
e	497	8.9%
a	472	8.4%
t	446	8.0%
u	443	7.9%
b	374	6.7%
	374	6.7%
M	351	6.3%
L	351	6.3%
Other values (9)	365	6.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5587	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	1122	20.1%
o	792	14.2%
e	497	8.9%
a	472	8.4%
t	446	8.0%
u	443	7.9%
b	374	6.7%
	374	6.7%
M	351	6.3%
L	351	6.3%
Other values (9)	365	6.5%

marital_status
Unsupported

Rejected Unsupported

Missing	2
Missing (%)	0.4%
Memory size	4.2 KiB

insurance_type
Categorical

Distinct	3
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

government	373
private	109
ensurance	40

Length

Max length	10
Median length	10
Mean length	9.2969349
Min length	7

Characters and Unicode

Total characters	4853
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	government
2nd row	government
3rd row	private
4th row	government
5th row	private

Common Values

Value	Count	Frequency (%)
government	373	71.5%
private	109	20.9%
ensurance	40	7.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
government	373	71.5%
private	109	20.9%
ensurance	40	7.7%

Most occurring characters

Value	Count	Frequency (%)
e	935	19.3%
n	826	17.0%
r	522	10.8%
v	482	9.9%
t	482	9.9%
o	373	7.7%
g	373	7.7%
m	373	7.7%
a	149	3.1%
p	109	2.2%
Other values (4)	229	4.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4853	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	935	19.3%
n	826	17.0%
r	522	10.8%
v	482	9.9%
t	482	9.9%
o	373	7.7%
g	373	7.7%
m	373	7.7%
a	149	3.1%
p	109	2.2%
Other values (4)	229	4.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4853	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	935	19.3%
n	826	17.0%
r	522	10.8%
v	482	9.9%
t	482	9.9%
o	373	7.7%
g	373	7.7%
m	373	7.7%
a	149	3.1%
p	109	2.2%
Other values (4)	229	4.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4853	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	935	19.3%
n	826	17.0%
r	522	10.8%
v	482	9.9%
t	482	9.9%
o	373	7.7%
g	373	7.7%
m	373	7.7%
a	149	3.1%
p	109	2.2%
Other values (4)	229	4.7%

weight_kg
Real number (ℝ)

High correlation Missing

Distinct	129
Distinct (%)	26.1%
Missing	27
Missing (%)	5.2%
Infinite	0
Infinite (%)	0.0%
Mean	72.186727

Minimum	5.4
Maximum	161
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.2 KiB

Quantile statistics

Minimum	5.4
5-th percentile	16
Q1	60
median	75
Q3	89
95-th percentile	111.3
Maximum	161
Range	155.6
Interquartile range (IQR)	29

Descriptive statistics

Standard deviation	27.332607
Coefficient of variation (CV)	0.37863758
Kurtosis	0.42499223
Mean	72.186727
Median Absolute Deviation (MAD)	15
Skewness	-0.34305414
Sum	35732.43
Variance	747.07143
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	20	3.8%
90	18	3.4%
75	16	3.1%
84	14	2.7%
70	13	2.5%
72	13	2.5%
85	13	2.5%
60	12	2.3%
62	11	2.1%
78	11	2.1%
Other values (119)	354	67.8%
(Missing)	27	5.2%

Value	Count	Frequency (%)
5.4	1	0.2%
5.7	1	0.2%
8.3	1	0.2%
8.43	1	0.2%
9	1	0.2%
9.4	1	0.2%
10	1	0.2%
10.6	1	0.2%
11	1	0.2%
12	2	0.4%

Value	Count	Frequency (%)
161	1	0.2%
150	2	0.4%
140	1	0.2%
137	1	0.2%
136	2	0.4%
130	4	0.8%
125	1	0.2%
124	1	0.2%
123	2	0.4%
118	1	0.2%

height_cm
Real number (ℝ)

High correlation Missing

Distinct	81
Distinct (%)	16.6%
Missing	34
Missing (%)	6.5%
Infinite	0
Infinite (%)	0.0%
Mean	160.66189

Minimum	11
Maximum	201
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.2 KiB

Quantile statistics

Minimum	11
5-th percentile	102
Q1	157
median	166
Q3	175
95-th percentile	185
Maximum	201
Range	190
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	24.648961
Coefficient of variation (CV)	0.15342134
Kurtosis	5.9446647
Mean	160.66189
Median Absolute Deviation (MAD)	9
Skewness	-2.2295215
Sum	78403
Variance	607.57128
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
160	34	6.5%
170	32	6.1%
165	24	4.6%
175	23	4.4%
180	20	3.8%
172	17	3.3%
176	16	3.1%
164	15	2.9%
156	14	2.7%
173	14	2.7%
Other values (71)	279	53.4%
(Missing)	34	6.5%

Value	Count	Frequency (%)
11	1	0.2%
58	1	0.2%
61	1	0.2%
64	1	0.2%
70	3	0.6%
78	1	0.2%
85	1	0.2%
87	1	0.2%
88	2	0.4%
90	2	0.4%

Value	Count	Frequency (%)
201	1	0.2%
194	2	0.4%
193	1	0.2%
192	1	0.2%
190	4	0.8%
188	2	0.4%
187	6	1.1%
186	5	1.0%
185	5	1.0%
184	3	0.6%

bmi
Real number (ℝ)

High correlation Missing

Distinct	223
Distinct (%)	45.7%
Missing	34
Missing (%)	6.5%
Infinite	0
Infinite (%)	0.0%
Mean	26.790369

Minimum	11.9
Maximum	57.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.2 KiB

Quantile statistics

Minimum	11.9
5-th percentile	15.87
Q1	22.2
median	26.6
Q3	31.1
95-th percentile	38.065
Maximum	57.8
Range	45.9
Interquartile range (IQR)	8.9

Descriptive statistics

Standard deviation	6.8320366
Coefficient of variation (CV)	0.25501839
Kurtosis	0.91985288
Mean	26.790369
Median Absolute Deviation (MAD)	4.4
Skewness	0.47181484
Sum	13073.7
Variance	46.676724
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
31.6	8	1.5%
33.1	7	1.3%
30.8	7	1.3%
25.5	6	1.1%
28.1	6	1.1%
27.3	6	1.1%
21.5	6	1.1%
27.7	6	1.1%
24.5	6	1.1%
30.4	6	1.1%
Other values (213)	424	81.2%
(Missing)	34	6.5%

Value	Count	Frequency (%)
11.9	1	0.2%
12.1	1	0.2%
12.5	2	0.4%
12.7	1	0.2%
13.2	1	0.2%
13.5	1	0.2%
13.6	2	0.4%
14	1	0.2%
14.5	1	0.2%
14.6	1	0.2%

Value	Count	Frequency (%)
57.8	1	0.2%
51.8	1	0.2%
50.8	1	0.2%
47.1	1	0.2%
44.9	1	0.2%
43.9	1	0.2%
42.8	1	0.2%
42.7	3	0.6%
42.2	1	0.2%
42	1	0.2%

bmi_category
Categorical

High correlation Missing

Distinct	4
Distinct (%)	0.8%
Missing	34
Missing (%)	6.5%
Memory size	4.2 KiB

obese	152
overweight	140
normal	138
underweight	58

Length

Max length	11
Median length	10
Mean length	7.4303279
Min length	5

Characters and Unicode

Total characters	3626
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	underweight
2nd row	normal
3rd row	normal
4th row	normal
5th row	overweight

Common Values

Value	Count	Frequency (%)
obese	152	29.1%
overweight	140	26.8%
normal	138	26.4%
underweight	58	11.1%
(Missing)	34	6.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
obese	152	31.1%
overweight	140	28.7%
normal	138	28.3%
underweight	58	11.9%

Most occurring characters

Value	Count	Frequency (%)
e	700	19.3%
o	430	11.9%
r	336	9.3%
w	198	5.5%
i	198	5.5%
g	198	5.5%
h	198	5.5%
t	198	5.5%
n	196	5.4%
b	152	4.2%
Other values (7)	822	22.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3626	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	700	19.3%
o	430	11.9%
r	336	9.3%
w	198	5.5%
i	198	5.5%
g	198	5.5%
h	198	5.5%
t	198	5.5%
n	196	5.4%
b	152	4.2%
Other values (7)	822	22.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3626	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	700	19.3%
o	430	11.9%
r	336	9.3%
w	198	5.5%
i	198	5.5%
g	198	5.5%
h	198	5.5%
t	198	5.5%
n	196	5.4%
b	152	4.2%
Other values (7)	822	22.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3626	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	700	19.3%
o	430	11.9%
r	336	9.3%
w	198	5.5%
i	198	5.5%
g	198	5.5%
h	198	5.5%
t	198	5.5%
n	196	5.4%
b	152	4.2%
Other values (7)	822	22.7%

blood_group
Unsupported

Missing Rejected Unsupported

Missing	456
Missing (%)	87.4%
Memory size	4.2 KiB

smoking_status
Categorical

Distinct	3
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

no smoking	269
smoking	248
ex-smoking	5

Length

Max length	10
Median length	10
Mean length	8.5747126
Min length	7

Characters and Unicode

Total characters	4476
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	no smoking
2nd row	smoking
3rd row	no smoking
4th row	no smoking
5th row	no smoking

Common Values

Value	Count	Frequency (%)
no smoking	269	51.5%
smoking	248	47.5%
ex-smoking	5	1.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
smoking	517	65.4%
no	269	34.0%
ex-smoking	5	0.6%

Most occurring characters

Value	Count	Frequency (%)
n	791	17.7%
o	791	17.7%
s	522	11.7%
g	522	11.7%
m	522	11.7%
k	522	11.7%
i	522	11.7%
	269	6.0%
e	5	0.1%
x	5	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4476	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	791	17.7%
o	791	17.7%
s	522	11.7%
g	522	11.7%
m	522	11.7%
k	522	11.7%
i	522	11.7%
	269	6.0%
e	5	0.1%
x	5	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4476	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	791	17.7%
o	791	17.7%
s	522	11.7%
g	522	11.7%
m	522	11.7%
k	522	11.7%
i	522	11.7%
	269	6.0%
e	5	0.1%
x	5	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4476	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	791	17.7%
o	791	17.7%
s	522	11.7%
g	522	11.7%
m	522	11.7%
k	522	11.7%
i	522	11.7%
	269	6.0%
e	5	0.1%
x	5	0.1%

Reason for last hospital admission
Text

Distinct	170
Distinct (%)	32.6%
Missing	1
Missing (%)	0.2%
Memory size	4.2 KiB

Length

Max length	39
Median length	30
Mean length	10.053743
Min length	1

Characters and Unicode

Total characters	5238
Distinct characters	49
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	114 ?
Unique (%)	21.9%

Sample

1st row	0
2nd row	nephrectomy
3rd row	craniotomy
4th row	0
5th row	0

Value	Count	Frequency (%)
0	125	15.1%
surgery	64	7.7%
left	40	4.8%
c/s	29	3.5%
hernia	27	3.3%
right	26	3.1%
cholecystectomy	23	2.8%
excision	17	2.1%
smr	16	1.9%
cyst	13	1.6%
Other values (161)	449	54.2%

Most occurring characters

Value	Count	Frequency (%)
e	494	9.4%
t	409	7.8%
r	374	7.1%
o	332	6.3%
	308	5.9%
a	304	5.8%
i	289	5.5%
y	281	5.4%
c	280	5.3%
s	268	5.1%
Other values (39)	1899	36.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5238	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	494	9.4%
t	409	7.8%
r	374	7.1%
o	332	6.3%
	308	5.9%
a	304	5.8%
i	289	5.5%
y	281	5.4%
c	280	5.3%
s	268	5.1%
Other values (39)	1899	36.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5238	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	494	9.4%
t	409	7.8%
r	374	7.1%
o	332	6.3%
	308	5.9%
a	304	5.8%
i	289	5.5%
y	281	5.4%
c	280	5.3%
s	268	5.1%
Other values (39)	1899	36.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5238	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	494	9.4%
t	409	7.8%
r	374	7.1%
o	332	6.3%
	308	5.9%
a	304	5.8%
i	289	5.5%
y	281	5.4%
c	280	5.3%
s	268	5.1%
Other values (39)	1899	36.3%

Allergy
Unsupported

Rejected Unsupported

Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

Hypertension
Boolean

High correlation

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	374
True	148

Value	Count	Frequency (%)
False	374	71.6%
True	148	28.4%

DiabetesMellitus
Boolean

High correlation

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	441
True	81

Value	Count	Frequency (%)
False	441	84.5%
True	81	15.5%

Dyslipidemia
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	472
True	50

Value	Count	Frequency (%)
False	472	90.4%
True	50	9.6%

CAD History
Boolean

High correlation

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	447
True	75

Value	Count	Frequency (%)
False	447	85.6%
True	75	14.4%

HF
Categorical

High correlation Imbalance

Distinct	4
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

no	509
yes	11
CABG	1
HF	1

Length

Max length	4
Median length	2
Mean length	2.0249042
Min length	2

Characters and Unicode

Total characters	1057
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	0.4%

Sample

1st row	no
2nd row	no
3rd row	no
4th row	no
5th row	no

Common Values

Value	Count	Frequency (%)
no	509	97.5%
yes	11	2.1%
CABG	1	0.2%
HF	1	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	509	97.5%
yes	11	2.1%
cabg	1	0.2%
hf	1	0.2%

Most occurring characters

Value	Count	Frequency (%)
n	509	48.2%
o	509	48.2%
y	11	1.0%
e	11	1.0%
s	11	1.0%
C	1	0.1%
A	1	0.1%
B	1	0.1%
G	1	0.1%
H	1	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1057	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	509	48.2%
o	509	48.2%
y	11	1.0%
e	11	1.0%
s	11	1.0%
C	1	0.1%
A	1	0.1%
B	1	0.1%
G	1	0.1%
H	1	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1057	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	509	48.2%
o	509	48.2%
y	11	1.0%
e	11	1.0%
s	11	1.0%
C	1	0.1%
A	1	0.1%
B	1	0.1%
G	1	0.1%
H	1	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1057	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	509	48.2%
o	509	48.2%
y	11	1.0%
e	11	1.0%
s	11	1.0%
C	1	0.1%
A	1	0.1%
B	1	0.1%
G	1	0.1%
H	1	0.1%

Open heart surgery
Categorical

High correlation Imbalance

Distinct	4
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

no	508
yes	12
CABG	1
HF	1

Length

Max length	4
Median length	2
Mean length	2.0268199
Min length	2

Characters and Unicode

Total characters	1058
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	0.4%

Sample

1st row	no
2nd row	no
3rd row	no
4th row	no
5th row	no

Common Values

Value	Count	Frequency (%)
no	508	97.3%
yes	12	2.3%
CABG	1	0.2%
HF	1	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	508	97.3%
yes	12	2.3%
cabg	1	0.2%
hf	1	0.2%

Most occurring characters

Value	Count	Frequency (%)
n	508	48.0%
o	508	48.0%
y	12	1.1%
e	12	1.1%
s	12	1.1%
C	1	0.1%
A	1	0.1%
B	1	0.1%
G	1	0.1%
H	1	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1058	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	508	48.0%
o	508	48.0%
y	12	1.1%
e	12	1.1%
s	12	1.1%
C	1	0.1%
A	1	0.1%
B	1	0.1%
G	1	0.1%
H	1	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1058	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	508	48.0%
o	508	48.0%
y	12	1.1%
e	12	1.1%
s	12	1.1%
C	1	0.1%
A	1	0.1%
B	1	0.1%
G	1	0.1%
H	1	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1058	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	508	48.0%
o	508	48.0%
y	12	1.1%
e	12	1.1%
s	12	1.1%
C	1	0.1%
A	1	0.1%
B	1	0.1%
G	1	0.1%
H	1	0.1%

AFib-tachycardia
Categorical

High correlation Imbalance

Distinct	4
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

no	504
yes	16
CABG	1
HF	1

Length

Max length	4
Median length	2
Mean length	2.0344828
Min length	2

Characters and Unicode

Total characters	1062
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	0.4%

Sample

1st row	no
2nd row	no
3rd row	no
4th row	no
5th row	no

Common Values

Value	Count	Frequency (%)
no	504	96.6%
yes	16	3.1%
CABG	1	0.2%
HF	1	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	504	96.6%
yes	16	3.1%
cabg	1	0.2%
hf	1	0.2%

Most occurring characters

Value	Count	Frequency (%)
n	504	47.5%
o	504	47.5%
y	16	1.5%
e	16	1.5%
s	16	1.5%
C	1	0.1%
A	1	0.1%
B	1	0.1%
G	1	0.1%
H	1	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1062	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	504	47.5%
o	504	47.5%
y	16	1.5%
e	16	1.5%
s	16	1.5%
C	1	0.1%
A	1	0.1%
B	1	0.1%
G	1	0.1%
H	1	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1062	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	504	47.5%
o	504	47.5%
y	16	1.5%
e	16	1.5%
s	16	1.5%
C	1	0.1%
A	1	0.1%
B	1	0.1%
G	1	0.1%
H	1	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1062	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	504	47.5%
o	504	47.5%
y	16	1.5%
e	16	1.5%
s	16	1.5%
C	1	0.1%
A	1	0.1%
B	1	0.1%
G	1	0.1%
H	1	0.1%

PAD
Categorical

High correlation Imbalance

Distinct	4
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

no	510
yes	10
CABG	1
HF	1

Length

Max length	4
Median length	2
Mean length	2.0229885
Min length	2

Characters and Unicode

Total characters	1056
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	0.4%

Sample

1st row	no
2nd row	no
3rd row	no
4th row	no
5th row	no

Common Values

Value	Count	Frequency (%)
no	510	97.7%
yes	10	1.9%
CABG	1	0.2%
HF	1	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	510	97.7%
yes	10	1.9%
cabg	1	0.2%
hf	1	0.2%

Most occurring characters

Value	Count	Frequency (%)
n	510	48.3%
o	510	48.3%
y	10	0.9%
e	10	0.9%
s	10	0.9%
C	1	0.1%
A	1	0.1%
B	1	0.1%
G	1	0.1%
H	1	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1056	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	510	48.3%
o	510	48.3%
y	10	0.9%
e	10	0.9%
s	10	0.9%
C	1	0.1%
A	1	0.1%
B	1	0.1%
G	1	0.1%
H	1	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1056	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	510	48.3%
o	510	48.3%
y	10	0.9%
e	10	0.9%
s	10	0.9%
C	1	0.1%
A	1	0.1%
B	1	0.1%
G	1	0.1%
H	1	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1056	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	510	48.3%
o	510	48.3%
y	10	0.9%
e	10	0.9%
s	10	0.9%
C	1	0.1%
A	1	0.1%
B	1	0.1%
G	1	0.1%
H	1	0.1%

COPD
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	496
True	26

Value	Count	Frequency (%)
False	496	95.0%
True	26	5.0%

CKD
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	490
True	32

Value	Count	Frequency (%)
False	490	93.9%
True	32	6.1%

Dialysis
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	503
True	19

Value	Count	Frequency (%)
False	503	96.4%
True	19	3.6%

Neurological/ Psychological disease
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	478
True	44

Value	Count	Frequency (%)
False	478	91.6%
True	44	8.4%

Type of Neurological/ psychological disease
Categorical

High correlation Imbalance

Distinct	12
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

no	477
epilepsy	12
CVA	10
migraine	9
anxiety	3
Other values (7)	11

Length

Max length	21
Median length	2
Mean length	2.5153257
Min length	2

Characters and Unicode

Total characters	1313
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4 ?
Unique (%)	0.8%

Sample

1st row	no
2nd row	no
3rd row	epilepsy
4th row	no
5th row	no

Common Values

Value	Count	Frequency (%)
no	477	91.4%
epilepsy	12	2.3%
CVA	10	1.9%
migraine	9	1.7%
anxiety	3	0.6%
depression	3	0.6%
parkinson disease	2	0.4%
migrain	2	0.4%
anxiety-fibromyalgia	1	0.2%
nono	1	0.2%
Other values (2)	2	0.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
no	477	90.7%
epilepsy	12	2.3%
cva	10	1.9%
migraine	9	1.7%
anxiety	3	0.6%
depression	3	0.6%
disease	3	0.6%
parkinson	2	0.4%
migrain	2	0.4%
anxiety-fibromyalgia	1	0.2%
Other values (4)	4	0.8%

Most occurring characters

Value	Count	Frequency (%)
n	501	38.2%
o	485	36.9%
e	55	4.2%
i	51	3.9%
p	29	2.2%
s	28	2.1%
a	25	1.9%
r	18	1.4%
y	17	1.3%
l	15	1.1%
Other values (16)	89	6.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1313	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	501	38.2%
o	485	36.9%
e	55	4.2%
i	51	3.9%
p	29	2.2%
s	28	2.1%
a	25	1.9%
r	18	1.4%
y	17	1.3%
l	15	1.1%
Other values (16)	89	6.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1313	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	501	38.2%
o	485	36.9%
e	55	4.2%
i	51	3.9%
p	29	2.2%
s	28	2.1%
a	25	1.9%
r	18	1.4%
y	17	1.3%
l	15	1.1%
Other values (16)	89	6.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1313	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	501	38.2%
o	485	36.9%
e	55	4.2%
i	51	3.9%
p	29	2.2%
s	28	2.1%
a	25	1.9%
r	18	1.4%
y	17	1.3%
l	15	1.1%
Other values (16)	89	6.8%

Gastrointestinal Disease
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	511
True	11

Value	Count	Frequency (%)
False	511	97.9%
True	11	2.1%

Type of Gastrointestinal Disease
Categorical

High correlation Imbalance

Distinct	6
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

no	511
GERD	5
crohns' disease	2
crohn`s disease	2
PUD	1

Length

Max length	15
Median length	2
Mean length	2.1321839
Min length	2

Characters and Unicode

Total characters	1113
Distinct characters	20
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	0.4%

Sample

1st row	no
2nd row	no
3rd row	no
4th row	no
5th row	no

Common Values

Value	Count	Frequency (%)
no	511	97.9%
GERD	5	1.0%
crohns' disease	2	0.4%
crohn`s disease	2	0.4%
PUD	1	0.2%
PUD-GERD	1	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	511	97.1%
gerd	5	1.0%
disease	4	0.8%
crohns	2	0.4%
crohn`s	2	0.4%
pud	1	0.2%
pud-gerd	1	0.2%

Most occurring characters

Value	Count	Frequency (%)
n	515	46.3%
o	515	46.3%
s	12	1.1%
D	8	0.7%
e	8	0.7%
G	6	0.5%
E	6	0.5%
R	6	0.5%
r	4	0.4%
h	4	0.4%
Other values (10)	29	2.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1113	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	515	46.3%
o	515	46.3%
s	12	1.1%
D	8	0.7%
e	8	0.7%
G	6	0.5%
E	6	0.5%
R	6	0.5%
r	4	0.4%
h	4	0.4%
Other values (10)	29	2.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1113	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	515	46.3%
o	515	46.3%
s	12	1.1%
D	8	0.7%
e	8	0.7%
G	6	0.5%
E	6	0.5%
R	6	0.5%
r	4	0.4%
h	4	0.4%
Other values (10)	29	2.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1113	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	515	46.3%
o	515	46.3%
s	12	1.1%
D	8	0.7%
e	8	0.7%
G	6	0.5%
E	6	0.5%
R	6	0.5%
r	4	0.4%
h	4	0.4%
Other values (10)	29	2.6%

Endocrine Disease
Unsupported

Rejected Unsupported

Missing	1
Missing (%)	0.2%
Memory size	4.2 KiB

Type of Endocrine Disease
Categorical

High correlation Imbalance

Distinct	5
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

0	490
hypothyroidism	27
hyperthyroidism	3
hypothyroidism-hashimoto`s disease	1
hypothyrodism	1

Length

Max length	34
Median length	1
Mean length	1.8390805
Min length	1

Characters and Unicode

Total characters	960
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	0.4%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	hyperthyroidism
5th row	0

Common Values

Value	Count	Frequency (%)
0	490	93.9%
hypothyroidism	27	5.2%
hyperthyroidism	3	0.6%
hypothyroidism-hashimoto`s disease	1	0.2%
hypothyrodism	1	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	490	93.7%
hypothyroidism	27	5.2%
hyperthyroidism	3	0.6%
hypothyroidism-hashimoto`s	1	0.2%
disease	1	0.2%
hypothyrodism	1	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	490	51.0%
h	66	6.9%
i	65	6.8%
y	64	6.7%
o	63	6.6%
s	36	3.8%
r	35	3.6%
t	33	3.4%
m	33	3.4%
d	33	3.4%
Other values (6)	42	4.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	960	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	490	51.0%
h	66	6.9%
i	65	6.8%
y	64	6.7%
o	63	6.6%
s	36	3.8%
r	35	3.6%
t	33	3.4%
m	33	3.4%
d	33	3.4%
Other values (6)	42	4.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	960	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	490	51.0%
h	66	6.9%
i	65	6.8%
y	64	6.7%
o	63	6.6%
s	36	3.8%
r	35	3.6%
t	33	3.4%
m	33	3.4%
d	33	3.4%
Other values (6)	42	4.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	960	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	490	51.0%
h	66	6.9%
i	65	6.8%
y	64	6.7%
o	63	6.6%
s	36	3.8%
r	35	3.6%
t	33	3.4%
m	33	3.4%
d	33	3.4%
Other values (6)	42	4.4%

Cancer
Unsupported

Rejected Unsupported

Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

Type of cancer
Unsupported

Rejected Unsupported

Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

Other_History
Unsupported

Rejected Unsupported

Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

Current Medication
Boolean

High correlation

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	299
True	223

Value	Count	Frequency (%)
False	299	57.3%
True	223	42.7%

Antihypertensive
Boolean

High correlation

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	430
True	92

Value	Count	Frequency (%)
False	430	82.4%
True	92	17.6%

Antiplatelets
Boolean

High correlation

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	422
True	100

Value	Count	Frequency (%)
False	422	80.8%
True	100	19.2%

Anticoagulant
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	495
True	27

Value	Count	Frequency (%)
False	495	94.8%
True	27	5.2%

Antidiabetic
Boolean

High correlation

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	453
True	69

Value	Count	Frequency (%)
False	453	86.8%
True	69	13.2%

Thyroidal Medication
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	489
True	33

Value	Count	Frequency (%)
False	489	93.7%
True	33	6.3%

Antipsychotic
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	483
True	39

Value	Count	Frequency (%)
False	483	92.5%
True	39	7.5%

Betablocker
Boolean

High correlation

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	430
True	92

Value	Count	Frequency (%)
False	430	82.4%
True	92	17.6%

Cholesterol Lowering Drug
Boolean

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	461
True	61

Value	Count	Frequency (%)
False	461	88.3%
True	61	11.7%

Diuratic
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	501
True	21

Value	Count	Frequency (%)
False	501	96.0%
True	21	4.0%

OtherMedication
Categorical

Imbalance

Distinct	3
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

no	512
chemotherapy	9
immunsuppressive	1

Length

Max length	16
Median length	2
Mean length	2.1992337
Min length	2

Characters and Unicode

Total characters	1148
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.2%

Sample

1st row	no
2nd row	no
3rd row	no
4th row	no
5th row	no

Common Values

Value	Count	Frequency (%)
no	512	98.1%
chemotherapy	9	1.7%
immunsuppressive	1	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	512	98.1%
chemotherapy	9	1.7%
immunsuppressive	1	0.2%

Most occurring characters

Value	Count	Frequency (%)
o	521	45.4%
n	513	44.7%
e	20	1.7%
h	18	1.6%
m	11	1.0%
p	11	1.0%
r	10	0.9%
t	9	0.8%
c	9	0.8%
a	9	0.8%
Other values (5)	17	1.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1148	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	521	45.4%
n	513	44.7%
e	20	1.7%
h	18	1.6%
m	11	1.0%
p	11	1.0%
r	10	0.9%
t	9	0.8%
c	9	0.8%
a	9	0.8%
Other values (5)	17	1.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1148	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	521	45.4%
n	513	44.7%
e	20	1.7%
h	18	1.6%
m	11	1.0%
p	11	1.0%
r	10	0.9%
t	9	0.8%
c	9	0.8%
a	9	0.8%
Other values (5)	17	1.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1148	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	521	45.4%
n	513	44.7%
e	20	1.7%
h	18	1.6%
m	11	1.0%
p	11	1.0%
r	10	0.9%
t	9	0.8%
c	9	0.8%
a	9	0.8%
Other values (5)	17	1.5%

Reason of Admission
Text

Distinct	379
Distinct (%)	72.6%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

Length

Max length	292
Median length	137
Mean length	41.461686
Min length	3

Characters and Unicode

Total characters	21643
Distinct characters	68
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	326 ?
Unique (%)	62.5%

Sample

1st row	left severe hydronephrosis-left pyeloplasty
2nd row	intestinal perforation-aortic dissection-ruptured abdominal aneurysm-urgent repair of abdominal aortic dissection was done on 4.5.2025 by Dr.Mohammad Saab
3rd row	previous blast injury-infected bedsore-pneumonia-seizure-aspiration-septic shock on yes4.3.2025-wound culture on yes3.3.2025: heavy proteus mirabilis ESBL-tissue culture on yes2.4.2025:heavy klebsiella oxytoca CRE-heavy providence rettgri ESBL-blood culture on 4.4.2025:staphylococcus capitis
4th row	blast injury-amputation of left lower leg-spleen rupture-right leg fracture-eye injury-wound culture on yes.4.2025: few staphylococcus epidermidis, few staphylococcus warneri and few staphylococcus aureus methicillin resistant
5th row	altered LOC-obstructive hydrocephaly-craniopharyngioma

Value	Count	Frequency (%)
left	97	4.2%
right	76	3.3%
of	57	2.4%
on	56	2.4%
fracture	45	1.9%
and	43	1.8%
culture	38	1.6%
hernia	30	1.3%
cyst	25	1.1%
fall	22	0.9%
Other values (863)	1839	79.0%

Most occurring characters

Value	Count	Frequency (%)
	1806	8.3%
e	1777	8.2%
t	1598	7.4%
a	1442	6.7%
i	1436	6.6%
o	1375	6.4%
r	1247	5.8%
l	1120	5.2%
n	1093	5.1%
s	1080	5.0%
Other values (58)	7669	35.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	21643	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	1806	8.3%
e	1777	8.2%
t	1598	7.4%
a	1442	6.7%
i	1436	6.6%
o	1375	6.4%
r	1247	5.8%
l	1120	5.2%
n	1093	5.1%
s	1080	5.0%
Other values (58)	7669	35.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	21643	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	1806	8.3%
e	1777	8.2%
t	1598	7.4%
a	1442	6.7%
i	1436	6.6%
o	1375	6.4%
r	1247	5.8%
l	1120	5.2%
n	1093	5.1%
s	1080	5.0%
Other values (58)	7669	35.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	21643	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	1806	8.3%
e	1777	8.2%
t	1598	7.4%
a	1442	6.7%
i	1436	6.6%
o	1375	6.4%
r	1247	5.8%
l	1120	5.2%
n	1093	5.1%
s	1080	5.0%
Other values (58)	7669	35.4%

ICD10
Text

Missing

Distinct	181
Distinct (%)	59.0%
Missing	215
Missing (%)	41.2%
Memory size	4.2 KiB

Length

Max length	23
Median length	17
Mean length	5.2801303
Min length	3

Characters and Unicode

Total characters	1621
Distinct characters	30
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	133 ?
Unique (%)	43.3%

Sample

1st row	N30
2nd row	J69.9-L89.9
3rd row	T14.8-S36.0-Y89.1-Y83.5
4th row	N18.6-A41.9-R65.2
5th row	N18.6-A41.9-R65.2

Value	Count	Frequency (%)
k80	19	6.2%
k40	9	2.9%
n20	9	2.9%
c67	7	2.3%
z47.0	6	2.0%
j35.1-h65.1	6	2.0%
j34.2-j34.3	5	1.6%
n63	5	1.6%
k42	4	1.3%
n30	4	1.3%
Other values (171)	233	75.9%

Most occurring characters

Value	Count	Frequency (%)
.	226	13.9%
0	152	9.4%
3	125	7.7%
1	118	7.3%
2	113	7.0%
4	97	6.0%
5	95	5.9%
6	80	4.9%
9	71	4.4%
8	71	4.4%
Other values (20)	473	29.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1621	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
.	226	13.9%
0	152	9.4%
3	125	7.7%
1	118	7.3%
2	113	7.0%
4	97	6.0%
5	95	5.9%
6	80	4.9%
9	71	4.4%
8	71	4.4%
Other values (20)	473	29.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1621	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
.	226	13.9%
0	152	9.4%
3	125	7.7%
1	118	7.3%
2	113	7.0%
4	97	6.0%
5	95	5.9%
6	80	4.9%
9	71	4.4%
8	71	4.4%
Other values (20)	473	29.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1621	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
.	226	13.9%
0	152	9.4%
3	125	7.7%
1	118	7.3%
2	113	7.0%
4	97	6.0%
5	95	5.9%
6	80	4.9%
9	71	4.4%
8	71	4.4%
Other values (20)	473	29.2%

ER Admission Before Surgery
Boolean

High correlation

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	420
True	102

Value	Count	Frequency (%)
False	420	80.5%
True	102	19.5%

Diagnosis in ER
Text

Distinct	74
Distinct (%)	14.2%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

Length

Max length	39
Median length	2
Mean length	4.9425287
Min length	2

Characters and Unicode

Total characters	2580
Distinct characters	46
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	57 ?
Unique (%)	10.9%

Sample

1st row	no
2nd row	aneurysm-aortic dissection
3rd row	epilepsy
4th row	blast injury
5th row	no

Value	Count	Frequency (%)
no	420	64.0%
fracture	26	4.0%
right	19	2.9%
left	14	2.1%
hip	11	1.7%
cyst	8	1.2%
distal	7	1.1%
appendicitis	7	1.1%
icb	5	0.8%
hernia	5	0.8%
Other values (91)	134	20.4%

Most occurring characters

Value	Count	Frequency (%)
n	500	19.4%
o	464	18.0%
i	165	6.4%
t	159	6.2%
r	147	5.7%
a	143	5.5%
e	140	5.4%
	134	5.2%
s	99	3.8%
c	82	3.2%
Other values (36)	547	21.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2580	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	500	19.4%
o	464	18.0%
i	165	6.4%
t	159	6.2%
r	147	5.7%
a	143	5.5%
e	140	5.4%
	134	5.2%
s	99	3.8%
c	82	3.2%
Other values (36)	547	21.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2580	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	500	19.4%
o	464	18.0%
i	165	6.4%
t	159	6.2%
r	147	5.7%
a	143	5.5%
e	140	5.4%
	134	5.2%
s	99	3.8%
c	82	3.2%
Other values (36)	547	21.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2580	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	500	19.4%
o	464	18.0%
i	165	6.4%
t	159	6.2%
r	147	5.7%
a	143	5.5%
e	140	5.4%
	134	5.2%
s	99	3.8%
c	82	3.2%
Other values (36)	547	21.2%

Radiology
Boolean

High correlation

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	423
True	99

Value	Count	Frequency (%)
False	423	81.0%
True	99	19.0%

Type of medical Imaging
Categorical

High correlation Imbalance

Distinct	5
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

no	423
CT	39
yes	26
Echo	18
MRI	16

Length

Max length	4
Median length	2
Mean length	2.1494253
Min length	2

Characters and Unicode

Total characters	1122
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	no
2nd row	CT
3rd row	no
4th row	no
5th row	no

Common Values

Value	Count	Frequency (%)
no	423	81.0%
CT	39	7.5%
yes	26	5.0%
Echo	18	3.4%
MRI	16	3.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	423	81.0%
ct	39	7.5%
yes	26	5.0%
echo	18	3.4%
mri	16	3.1%

Most occurring characters

Value	Count	Frequency (%)
o	441	39.3%
n	423	37.7%
C	39	3.5%
T	39	3.5%
y	26	2.3%
e	26	2.3%
s	26	2.3%
E	18	1.6%
c	18	1.6%
h	18	1.6%
Other values (3)	48	4.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1122	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	441	39.3%
n	423	37.7%
C	39	3.5%
T	39	3.5%
y	26	2.3%
e	26	2.3%
s	26	2.3%
E	18	1.6%
c	18	1.6%
h	18	1.6%
Other values (3)	48	4.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1122	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	441	39.3%
n	423	37.7%
C	39	3.5%
T	39	3.5%
y	26	2.3%
e	26	2.3%
s	26	2.3%
E	18	1.6%
c	18	1.6%
h	18	1.6%
Other values (3)	48	4.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1122	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	441	39.3%
n	423	37.7%
C	39	3.5%
T	39	3.5%
y	26	2.3%
e	26	2.3%
s	26	2.3%
E	18	1.6%
c	18	1.6%
h	18	1.6%
Other values (3)	48	4.3%

Imaging Diagnosis
Text

Distinct	89
Distinct (%)	17.1%
Missing	1
Missing (%)	0.2%
Memory size	4.2 KiB

Length

Max length	167
Median length	1
Mean length	7.6506718
Min length	1

Characters and Unicode

Total characters	3986
Distinct characters	51
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	80 ?
Unique (%)	15.4%

Sample

1st row	0
2nd row	ruptured aneurysm-hematoma
3rd row	0
4th row	0
5th row	0

Value	Count	Frequency (%)
0	422	46.8%
fracture	30	3.3%
right	27	3.0%
left	20	2.2%
the	16	1.8%
distal	12	1.3%
and	11	1.2%
in	8	0.9%
of	7	0.8%
at	7	0.8%
Other values (231)	341	37.8%

Most occurring characters

Value	Count	Frequency (%)
0	425	10.7%
	380	9.5%
e	321	8.1%
t	301	7.6%
a	284	7.1%
r	260	6.5%
i	255	6.4%
s	187	4.7%
l	179	4.5%
o	171	4.3%
Other values (41)	1223	30.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3986	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	425	10.7%
	380	9.5%
e	321	8.1%
t	301	7.6%
a	284	7.1%
r	260	6.5%
i	255	6.4%
s	187	4.7%
l	179	4.5%
o	171	4.3%
Other values (41)	1223	30.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3986	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	425	10.7%
	380	9.5%
e	321	8.1%
t	301	7.6%
a	284	7.1%
r	260	6.5%
i	255	6.4%
s	187	4.7%
l	179	4.5%
o	171	4.3%
Other values (41)	1223	30.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3986	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	425	10.7%
	380	9.5%
e	321	8.1%
t	301	7.6%
a	284	7.1%
r	260	6.5%
i	255	6.4%
s	187	4.7%
l	179	4.5%
o	171	4.3%
Other values (41)	1223	30.7%

Pre-BUN
Real number (ℝ)

High correlation Missing

Distinct	43
Distinct (%)	13.4%
Missing	200
Missing (%)	38.3%
Infinite	0
Infinite (%)	0.0%
Mean	19.379814

Minimum	5
Maximum	170
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.2 KiB

Quantile statistics

Minimum	5
5-th percentile	9
Q1	12
median	15
Q3	19
95-th percentile	47
Maximum	170
Range	165
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	18.345341
Coefficient of variation (CV)	0.94662111
Kurtosis	34.274002
Mean	19.379814
Median Absolute Deviation (MAD)	3
Skewness	5.2723949
Sum	6240.3
Variance	336.55152
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
13	32	6.1%
14	29	5.6%
15	24	4.6%
12	24	4.6%
16	23	4.4%
11	23	4.4%
17	22	4.2%
9	16	3.1%
21	15	2.9%
19	14	2.7%
Other values (33)	100	19.2%
(Missing)	200	38.3%

Value	Count	Frequency (%)
5	2	0.4%
7	3	0.6%
8	8	1.5%
9	16	3.1%
10	11	2.1%
11	23	4.4%
12	24	4.6%
13	32	6.1%
14	29	5.6%
15	24	4.6%

Value	Count	Frequency (%)
170	2	0.4%
121	2	0.4%
96	1	0.2%
80	2	0.4%
77	1	0.2%
59	1	0.2%
58	2	0.4%
56	2	0.4%
51	1	0.2%
48	2	0.4%

BUN day 1 post surgery
Real number (ℝ)

High correlation Missing

Distinct	33
Distinct (%)	54.1%
Missing	461
Missing (%)	88.3%
Infinite	0
Infinite (%)	0.0%
Mean	21.113115

Minimum	4
Maximum	93
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.2 KiB

Quantile statistics

Minimum	4
5-th percentile	6
Q1	11
median	15
Q3	25
95-th percentile	51
Maximum	93
Range	89
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	17.386311
Coefficient of variation (CV)	0.82348396
Kurtosis	6.2023715
Mean	21.113115
Median Absolute Deviation (MAD)	5
Skewness	2.3111527
Sum	1287.9
Variance	302.28383
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
14	5	1.0%
10	5	1.0%
13	4	0.8%
15	4	0.8%
17	3	0.6%
16	3	0.6%
12	3	0.6%
21	2	0.4%
26	2	0.4%
4	2	0.4%
Other values (23)	28	5.4%
(Missing)	461	88.3%

Value	Count	Frequency (%)
4	2	0.4%
5	1	0.2%
6	2	0.4%
6.9	1	0.2%
7	1	0.2%
8	1	0.2%
9	1	0.2%
10	5	1.0%
11	2	0.4%
12	3	0.6%

Value	Count	Frequency (%)
93	1	0.2%
83	1	0.2%
60	1	0.2%
51	1	0.2%
50	1	0.2%
42	2	0.4%
41	1	0.2%
36	1	0.2%
33	1	0.2%
32	1	0.2%

BUN before Discharge
Real number (ℝ)

High correlation Missing

Distinct	26
Distinct (%)	78.8%
Missing	489
Missing (%)	93.7%
Infinite	0
Infinite (%)	0.0%
Mean	23.515152

Minimum	3
Maximum	70
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.2 KiB

Quantile statistics

Minimum	3
5-th percentile	5.2
Q1	14
median	20
Q3	27
95-th percentile	47.4
Maximum	70
Range	67
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	14.981491
Coefficient of variation (CV)	0.63709949
Kurtosis	1.5714143
Mean	23.515152
Median Absolute Deviation (MAD)	7
Skewness	1.1337682
Sum	776
Variance	224.44508
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
27	3	0.6%
45	2	0.4%
23	2	0.4%
19	2	0.4%
40	2	0.4%
16	2	0.4%
13	1	0.2%
15	1	0.2%
38	1	0.2%
11	1	0.2%
Other values (16)	16	3.1%
(Missing)	489	93.7%

Value	Count	Frequency (%)
3	1	0.2%
4	1	0.2%
6	1	0.2%
7	1	0.2%
8	1	0.2%
9	1	0.2%
11	1	0.2%
13	1	0.2%
14	1	0.2%
15	1	0.2%

Value	Count	Frequency (%)
70	1	0.2%
51	1	0.2%
45	2	0.4%
40	2	0.4%
38	1	0.2%
30	1	0.2%
27	3	0.6%
26	1	0.2%
25	1	0.2%
24	1	0.2%

Pre-Creatinine
Real number (ℝ)

High correlation Missing

Distinct	121
Distinct (%)	29.1%
Missing	106
Missing (%)	20.3%
Infinite	0
Infinite (%)	0.0%
Mean	1.1283654

Minimum	0.27
Maximum	13.31
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.2 KiB

Quantile statistics

Minimum	0.27
5-th percentile	0.48
Q1	0.65
median	0.8
Q3	0.97
95-th percentile	2.7475
Maximum	13.31
Range	13.04
Interquartile range (IQR)	0.32

Descriptive statistics

Standard deviation	1.4800131
Coefficient of variation (CV)	1.3116435
Kurtosis	29.119399
Mean	1.1283654
Median Absolute Deviation (MAD)	0.15
Skewness	5.110765
Sum	469.4
Variance	2.1904388
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.8	12	2.3%
0.73	12	2.3%
0.82	10	1.9%
0.84	10	1.9%
0.74	9	1.7%
0.65	9	1.7%
0.67	9	1.7%
0.68	9	1.7%
0.58	8	1.5%
0.72	8	1.5%
Other values (111)	320	61.3%
(Missing)	106	20.3%

Value	Count	Frequency (%)
0.27	1	0.2%
0.32	1	0.2%
0.33	1	0.2%
0.35	1	0.2%
0.36	1	0.2%
0.38	1	0.2%
0.39	3	0.6%
0.4	3	0.6%
0.41	1	0.2%
0.42	3	0.6%

Value	Count	Frequency (%)
13.31	1	0.2%
11.62	1	0.2%
10.55	2	0.4%
8.67	1	0.2%
7.67	1	0.2%
7.53	1	0.2%
7.22	1	0.2%
6.9	1	0.2%
6.89	1	0.2%
6.61	1	0.2%

Creatinine_D1
Real number (ℝ)

High correlation Missing

Distinct	67
Distinct (%)	81.7%
Missing	440
Missing (%)	84.3%
Infinite	0
Infinite (%)	0.0%
Mean	1.5582927

Minimum	0.26
Maximum	11.82
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.2 KiB

Quantile statistics

Minimum	0.26
5-th percentile	0.43
Q1	0.6325
median	0.825
Q3	1.35
95-th percentile	5.5915
Maximum	11.82
Range	11.56
Interquartile range (IQR)	0.7175

Descriptive statistics

Standard deviation	1.9653215
Coefficient of variation (CV)	1.2612017
Kurtosis	10.905262
Mean	1.5582927
Median Absolute Deviation (MAD)	0.31
Skewness	3.1199558
Sum	127.78
Variance	3.8624884
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.68	4	0.8%
0.43	3	0.6%
0.82	3	0.6%
0.8	2	0.4%
1.13	2	0.4%
0.51	2	0.4%
0.81	2	0.4%
0.67	2	0.4%
0.61	2	0.4%
1	2	0.4%
Other values (57)	58	11.1%
(Missing)	440	84.3%

Value	Count	Frequency (%)
0.26	1	0.2%
0.38	1	0.2%
0.41	1	0.2%
0.42	1	0.2%
0.43	3	0.6%
0.45	1	0.2%
0.48	1	0.2%
0.49	1	0.2%
0.5	1	0.2%
0.51	2	0.4%

Value	Count	Frequency (%)
11.82	1	0.2%
8.04	1	0.2%
7.75	1	0.2%
6.88	1	0.2%
5.64	1	0.2%
4.67	1	0.2%
4.6	1	0.2%
4.5	1	0.2%
3.54	1	0.2%
3.53	1	0.2%

Creatinine before Discharge
Real number (ℝ)

High correlation Missing

Distinct	34
Distinct (%)	72.3%
Missing	475
Missing (%)	91.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1278723

Minimum	0.28
Maximum	6.87
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.2 KiB

Quantile statistics

Minimum	0.28
5-th percentile	0.409
Q1	0.62
median	0.86
Q3	1.31
95-th percentile	2.107
Maximum	6.87
Range	6.59
Interquartile range (IQR)	0.69

Descriptive statistics

Standard deviation	1.0114646
Coefficient of variation (CV)	0.89678995
Kurtosis	22.876876
Mean	1.1278723
Median Absolute Deviation (MAD)	0.28
Skewness	4.2461777
Sum	53.01
Variance	1.0230606
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
0.62	4	0.8%
1.54	3	0.6%
0.6	3	0.6%
0.99	2	0.4%
0.58	2	0.4%
0.68	2	0.4%
0.63	2	0.4%
1.96	2	0.4%
0.86	2	0.4%
1.55	1	0.2%
Other values (24)	24	4.6%
(Missing)	475	91.0%

Value	Count	Frequency (%)
0.28	1	0.2%
0.3	1	0.2%
0.4	1	0.2%
0.43	1	0.2%
0.54	1	0.2%
0.58	2	0.4%
0.6	3	0.6%
0.61	1	0.2%
0.62	4	0.8%
0.63	2	0.4%

Value	Count	Frequency (%)
6.87	1	0.2%
2.9	1	0.2%
2.17	1	0.2%
1.96	2	0.4%
1.78	1	0.2%
1.55	1	0.2%
1.54	3	0.6%
1.39	1	0.2%
1.37	1	0.2%
1.25	1	0.2%

Pre Na
Real number (ℝ)

High correlation Missing

Distinct	22
Distinct (%)	6.6%
Missing	187
Missing (%)	35.8%
Infinite	0
Infinite (%)	0.0%
Mean	138.88358

Minimum	121
Maximum	153
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.2 KiB

Quantile statistics

Minimum	121
5-th percentile	134
Q1	138
median	139
Q3	141
95-th percentile	142.3
Maximum	153
Range	32
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.0897065
Coefficient of variation (CV)	0.022246737
Kurtosis	7.3009521
Mean	138.88358
Median Absolute Deviation (MAD)	1
Skewness	-1.1413619
Sum	46526
Variance	9.5462865
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
139	66	12.6%
140	59	11.3%
138	46	8.8%
141	44	8.4%
137	28	5.4%
142	27	5.2%
134	13	2.5%
136	13	2.5%
143	11	2.1%
135	9	1.7%
Other values (12)	19	3.6%
(Missing)	187	35.8%

Value	Count	Frequency (%)
121	1	0.2%
123	1	0.2%
126	1	0.2%
128	1	0.2%
130	1	0.2%
132	5	1.0%
133	3	0.6%
134	13	2.5%
135	9	1.7%
136	13	2.5%

Value	Count	Frequency (%)
153	1	0.2%
149	1	0.2%
148	1	0.2%
147	1	0.2%
144	2	0.4%
143	11	2.1%
142	27	5.2%
141	44	8.4%
140	59	11.3%
139	66	12.6%

Na day 1 post surgery
Real number (ℝ)

High correlation Missing

Distinct	18
Distinct (%)	21.2%
Missing	437
Missing (%)	83.7%
Infinite	0
Infinite (%)	0.0%
Mean	138.96471

Minimum	129
Maximum	151
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.2 KiB

Quantile statistics

Minimum	129
5-th percentile	133.2
Q1	137
median	139
Q3	141
95-th percentile	144.8
Maximum	151
Range	22
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.6561985
Coefficient of variation (CV)	0.026310267
Kurtosis	2.0955127
Mean	138.96471
Median Absolute Deviation (MAD)	2
Skewness	0.48539179
Sum	11812
Variance	13.367787
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
139	14	2.7%
142	11	2.1%
138	11	2.1%
141	8	1.5%
137	8	1.5%
140	8	1.5%
135	6	1.1%
136	5	1.0%
151	2	0.4%
134	2	0.4%
Other values (8)	10	1.9%
(Missing)	437	83.7%

Value	Count	Frequency (%)
129	1	0.2%
131	1	0.2%
132	1	0.2%
133	2	0.4%
134	2	0.4%
135	6	1.1%
136	5	1.0%
137	8	1.5%
138	11	2.1%
139	14	2.7%

Value	Count	Frequency (%)
151	2	0.4%
147	1	0.2%
145	2	0.4%
144	1	0.2%
143	1	0.2%
142	11	2.1%
141	8	1.5%
140	8	1.5%
139	14	2.7%
138	11	2.1%

Na before Discharge
Real number (ℝ)

High correlation Missing

Distinct	13
Distinct (%)	23.2%
Missing	466
Missing (%)	89.3%
Infinite	0
Infinite (%)	0.0%
Mean	138.05357

Minimum	128
Maximum	147
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.2 KiB

Quantile statistics

Minimum	128
5-th percentile	132.5
Q1	135.75
median	139
Q3	140
95-th percentile	143
Maximum	147
Range	19
Interquartile range (IQR)	4.25

Descriptive statistics

Standard deviation	3.7727234
Coefficient of variation (CV)	0.027327966
Kurtosis	1.2004993
Mean	138.05357
Median Absolute Deviation (MAD)	2
Skewness	-0.67305181
Sum	7731
Variance	14.233442
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
139	13	2.5%
134	6	1.1%
140	6	1.1%
138	5	1.0%
142	5	1.0%
135	5	1.0%
143	3	0.6%
128	3	0.6%
137	3	0.6%
136	3	0.6%
Other values (3)	4	0.8%
(Missing)	466	89.3%

Value	Count	Frequency (%)
128	3	0.6%
134	6	1.1%
135	5	1.0%
136	3	0.6%
137	3	0.6%
138	5	1.0%
139	13	2.5%
140	6	1.1%
141	2	0.4%
142	5	1.0%

Value	Count	Frequency (%)
147	1	0.2%
144	1	0.2%
143	3	0.6%
142	5	1.0%
141	2	0.4%
140	6	1.1%
139	13	2.5%
138	5	1.0%
137	3	0.6%
136	3	0.6%

Pre HB
Real number (ℝ)

High correlation Missing

Distinct	96
Distinct (%)	18.8%
Missing	10
Missing (%)	1.9%
Infinite	0
Infinite (%)	0.0%
Mean	13.378125

Minimum	5
Maximum	18.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.2 KiB

Quantile statistics

Minimum	5
5-th percentile	9.655
Q1	11.9
median	13.4
Q3	15
95-th percentile	16.7
Maximum	18.6
Range	13.6
Interquartile range (IQR)	3.1

Descriptive statistics

Standard deviation	2.2070404
Coefficient of variation (CV)	0.16497382
Kurtosis	0.29556866
Mean	13.378125
Median Absolute Deviation (MAD)	1.5
Skewness	-0.39162879
Sum	6849.6
Variance	4.8710274
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14.6	14	2.7%
12.9	13	2.5%
13.7	13	2.5%
11.6	13	2.5%
15.1	12	2.3%
14.1	12	2.3%
13.3	12	2.3%
13.1	11	2.1%
12.7	11	2.1%
12.6	11	2.1%
Other values (86)	390	74.7%

Value	Count	Frequency (%)
5	1	0.2%
5.5	1	0.2%
7.2	2	0.4%
7.4	3	0.6%
7.7	1	0.2%
7.9	1	0.2%
8	1	0.2%
8.4	1	0.2%
8.7	2	0.4%
8.8	1	0.2%

Value	Count	Frequency (%)
18.6	2	0.4%
18	1	0.2%
17.9	1	0.2%
17.6	3	0.6%
17.5	1	0.2%
17.4	2	0.4%
17.2	3	0.6%
17.1	2	0.4%
17	5	1.0%
16.9	2	0.4%

HB day 1 post surgery
Real number (ℝ)

High correlation Missing

Distinct	62
Distinct (%)	51.2%
Missing	401
Missing (%)	76.8%
Infinite	0
Infinite (%)	0.0%
Mean	11.094545

Minimum	7
Maximum	15.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.2 KiB

Quantile statistics

Minimum	7
5-th percentile	7.7
Q1	9.5
median	11.2
Q3	12.5
95-th percentile	14.1
Maximum	15.9
Range	8.9
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.9996
Coefficient of variation (CV)	0.18023271
Kurtosis	-0.72551432
Mean	11.094545
Median Absolute Deviation (MAD)	1.5
Skewness	-0.065212529
Sum	1342.44
Variance	3.9984
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12.5	5	1.0%
10.4	5	1.0%
12.1	5	1.0%
11.2	5	1.0%
12.2	4	0.8%
11.9	4	0.8%
8.9	4	0.8%
11.8	3	0.6%
12.7	3	0.6%
12.9	3	0.6%
Other values (52)	80	15.3%
(Missing)	401	76.8%

Value	Count	Frequency (%)
7	1	0.2%
7.1	1	0.2%
7.2	1	0.2%
7.5	2	0.4%
7.6	1	0.2%
7.7	1	0.2%
7.8	2	0.4%
8.2	2	0.4%
8.5	1	0.2%
8.6	2	0.4%

Value	Count	Frequency (%)
15.9	1	0.2%
15.2	1	0.2%
14.8	1	0.2%
14.4	2	0.4%
14.1	2	0.4%
14	2	0.4%
13.9	1	0.2%
13.8	2	0.4%
13.7	2	0.4%
13.4	1	0.2%

HB before discharge
Real number (ℝ)

High correlation Missing

Distinct	41
Distinct (%)	60.3%
Missing	454
Missing (%)	87.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.879412

Minimum	7.4
Maximum	15.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.2 KiB

Quantile statistics

Minimum	7.4
5-th percentile	7.9
Q1	9.5
median	10.6
Q3	12.3
95-th percentile	13.895
Maximum	15.8
Range	8.4
Interquartile range (IQR)	2.8

Descriptive statistics

Standard deviation	1.880819
Coefficient of variation (CV)	0.17287874
Kurtosis	-0.31282244
Mean	10.879412
Median Absolute Deviation (MAD)	1.3
Skewness	0.30503922
Sum	739.8
Variance	3.5374802
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
9.3	4	0.8%
10.2	3	0.6%
12.4	3	0.6%
9.6	3	0.6%
9.7	3	0.6%
10.6	3	0.6%
11.3	3	0.6%
12.2	3	0.6%
12.9	2	0.4%
10.4	2	0.4%
Other values (31)	39	7.5%
(Missing)	454	87.0%

Value	Count	Frequency (%)
7.4	1	0.2%
7.7	2	0.4%
7.9	2	0.4%
8.2	1	0.2%
8.4	1	0.2%
8.6	1	0.2%
8.7	1	0.2%
9	1	0.2%
9.3	4	0.8%
9.4	2	0.4%

Value	Count	Frequency (%)
15.8	1	0.2%
15.2	1	0.2%
14.5	1	0.2%
14	1	0.2%
13.7	1	0.2%
13.4	1	0.2%
13.2	1	0.2%
12.9	2	0.4%
12.8	1	0.2%
12.7	2	0.4%

Pre Platelet
Real number (ℝ)

High correlation Missing

Distinct	250
Distinct (%)	48.9%
Missing	11
Missing (%)	2.1%
Infinite	0
Infinite (%)	0.0%
Mean	281.3953

Minimum	33
Maximum	990
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.2 KiB

Quantile statistics

Minimum	33
5-th percentile	159
Q1	218
median	275
Q3	329
95-th percentile	433
Maximum	990
Range	957
Interquartile range (IQR)	111

Descriptive statistics

Standard deviation	91.805551
Coefficient of variation (CV)	0.32625118
Kurtosis	7.5056565
Mean	281.3953
Median Absolute Deviation (MAD)	56
Skewness	1.5297214
Sum	143793
Variance	8428.2591
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
272	6	1.1%
273	6	1.1%
332	6	1.1%
302	5	1.0%
256	5	1.0%
224	5	1.0%
227	5	1.0%
307	5	1.0%
270	5	1.0%
279	5	1.0%
Other values (240)	458	87.7%
(Missing)	11	2.1%

Value	Count	Frequency (%)
33	1	0.2%
105	1	0.2%
114	1	0.2%
118	1	0.2%
120	1	0.2%
127	1	0.2%
132	1	0.2%
139	2	0.4%
140	1	0.2%
141	1	0.2%

Value	Count	Frequency (%)
990	1	0.2%
687	1	0.2%
595	2	0.4%
582	1	0.2%
552	1	0.2%
543	1	0.2%
541	1	0.2%
513	1	0.2%
507	1	0.2%
504	1	0.2%

Platelet day 1 post surgery
Real number (ℝ)

High correlation Missing

Distinct	99
Distinct (%)	81.8%
Missing	401
Missing (%)	76.8%
Infinite	0
Infinite (%)	0.0%
Mean	259.80165

Minimum	98
Maximum	519
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.2 KiB

Quantile statistics

Minimum	98
5-th percentile	128
Q1	191
median	245
Q3	308
95-th percentile	448
Maximum	519
Range	421
Interquartile range (IQR)	117

Descriptive statistics

Standard deviation	95.8708
Coefficient of variation (CV)	0.36901536
Kurtosis	0.24691046
Mean	259.80165
Median Absolute Deviation (MAD)	60
Skewness	0.76180761
Sum	31436
Variance	9191.2103
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
196	2	0.4%
261	2	0.4%
217	2	0.4%
126	2	0.4%
297	2	0.4%
171	2	0.4%
332	2	0.4%
245	2	0.4%
242	2	0.4%
216	2	0.4%
Other values (89)	101	19.3%
(Missing)	401	76.8%

Value	Count	Frequency (%)
98	1	0.2%
109	1	0.2%
120	1	0.2%
122	1	0.2%
126	2	0.4%
128	1	0.2%
129	1	0.2%
131	1	0.2%
137	1	0.2%
141	1	0.2%

Value	Count	Frequency (%)
519	1	0.2%
513	1	0.2%
501	2	0.4%
491	1	0.2%
454	1	0.2%
448	1	0.2%
441	1	0.2%
438	1	0.2%
435	1	0.2%
418	1	0.2%

Platelet befor eDischarge
Real number (ℝ)

High correlation Missing

Distinct	57
Distinct (%)	83.8%
Missing	454
Missing (%)	87.0%
Infinite	0
Infinite (%)	0.0%
Mean	258.26471

Minimum	46
Maximum	497
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.2 KiB

Quantile statistics

Minimum	46
5-th percentile	114.85
Q1	203.5
median	235.5
Q3	319.25
95-th percentile	458
Maximum	497
Range	451
Interquartile range (IQR)	115.75

Descriptive statistics

Standard deviation	102.41569
Coefficient of variation (CV)	0.39655318
Kurtosis	0.039600958
Mean	258.26471
Median Absolute Deviation (MAD)	60.5
Skewness	0.34326438
Sum	17562
Variance	10488.974
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
46	3	0.6%
214	2	0.4%
145	2	0.4%
199	2	0.4%
228	2	0.4%
212	2	0.4%
368	2	0.4%
300	2	0.4%
237	2	0.4%
458	2	0.4%
Other values (47)	47	9.0%
(Missing)	454	87.0%

Value	Count	Frequency (%)
46	3	0.6%
104	1	0.2%
135	1	0.2%
137	1	0.2%
145	2	0.4%
147	1	0.2%
156	1	0.2%
172	1	0.2%
174	1	0.2%
177	1	0.2%

Value	Count	Frequency (%)
497	1	0.2%
494	1	0.2%
463	1	0.2%
458	2	0.4%
408	1	0.2%
405	1	0.2%
385	1	0.2%
368	2	0.4%
364	1	0.2%
361	1	0.2%

Date of Surgery
Date

Distinct	30
Distinct (%)	5.7%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

Minimum	2025-04-01 00:00:00
Maximum	2025-04-30 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=30)

Code of surgeon
Unsupported

Rejected Unsupported

Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

Surgery
Categorical

High correlation

Distinct	9
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

General surgery	169
Orthopedic surgery	109
Otolaryngic surgery	77
Urologic surgery	66
Neurosurgery	57
Other values (4)	44

Length

Max length	34
Median length	21
Mean length	16.362069
Min length	12

Characters and Unicode

Total characters	8541
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Urologic surgery
2nd row	General surgery
3rd row	General surgery
4th row	Orthopedic surgery
5th row	Neurosurgery

Common Values

Value	Count	Frequency (%)
General surgery	169	32.4%
Orthopedic surgery	109	20.9%
Otolaryngic surgery	77	14.8%
Urologic surgery	66	12.6%
Neurosurgery	57	10.9%
Vascular surgery	25	4.8%
Gynecological surgery	7	1.3%
Plastic and reconstruction surgery	6	1.1%
Transplantation	6	1.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
surgery	459	46.2%
general	169	17.0%
orthopedic	109	11.0%
otolaryngic	77	7.8%
urologic	66	6.6%
neurosurgery	57	5.7%
vascular	25	2.5%
gynecological	7	0.7%
plastic	6	0.6%
and	6	0.6%
Other values (2)	12	1.2%

Most occurring characters

Value	Count	Frequency (%)
r	1553	18.2%
e	1033	12.1%
g	666	7.8%
u	604	7.1%
y	600	7.0%
s	559	6.5%
	471	5.5%
o	407	4.8%
l	363	4.3%
a	333	3.9%
Other values (14)	1952	22.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8541	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
r	1553	18.2%
e	1033	12.1%
g	666	7.8%
u	604	7.1%
y	600	7.0%
s	559	6.5%
	471	5.5%
o	407	4.8%
l	363	4.3%
a	333	3.9%
Other values (14)	1952	22.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8541	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
r	1553	18.2%
e	1033	12.1%
g	666	7.8%
u	604	7.1%
y	600	7.0%
s	559	6.5%
	471	5.5%
o	407	4.8%
l	363	4.3%
a	333	3.9%
Other values (14)	1952	22.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8541	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
r	1553	18.2%
e	1033	12.1%
g	666	7.8%
u	604	7.1%
y	600	7.0%
s	559	6.5%
	471	5.5%
o	407	4.8%
l	363	4.3%
a	333	3.9%
Other values (14)	1952	22.9%

Emergency Status of surgery
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	473
True	49

Value	Count	Frequency (%)
False	473	90.6%
True	49	9.4%

Sub Type Of The Surgery
Text

Distinct	92
Distinct (%)	17.6%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

Length

Max length	28
Median length	22
Mean length	14.534483
Min length	3

Characters and Unicode

Total characters	7587
Distinct characters	43
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	28 ?
Unique (%)	5.4%

Sample

1st row	pyeloplasty
2nd row	colectomy
3rd row	excision of cyst-mass
4th row	amputation
5th row	ُEVD

Value	Count	Frequency (%)
surgery	133	14.5%
of	67	7.3%
excision	58	6.3%
cyst-mass	58	6.3%
lower	35	3.8%
laminectomy	30	3.3%
hernia	30	3.3%
cholecystectomy	26	2.8%
arm	19	2.1%
adenoidectomy-tympanostomy	18	2.0%
Other values (105)	445	48.4%

Most occurring characters

Value	Count	Frequency (%)
e	732	9.6%
o	652	8.6%
s	593	7.8%
r	542	7.1%
y	517	6.8%
t	516	6.8%
m	435	5.7%
c	412	5.4%
i	405	5.3%
	397	5.2%
Other values (33)	2386	31.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	7587	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	732	9.6%
o	652	8.6%
s	593	7.8%
r	542	7.1%
y	517	6.8%
t	516	6.8%
m	435	5.7%
c	412	5.4%
i	405	5.3%
	397	5.2%
Other values (33)	2386	31.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	7587	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	732	9.6%
o	652	8.6%
s	593	7.8%
r	542	7.1%
y	517	6.8%
t	516	6.8%
m	435	5.7%
c	412	5.4%
i	405	5.3%
	397	5.2%
Other values (33)	2386	31.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	7587	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	732	9.6%
o	652	8.6%
s	593	7.8%
r	542	7.1%
y	517	6.8%
t	516	6.8%
m	435	5.7%
c	412	5.4%
i	405	5.3%
	397	5.2%
Other values (33)	2386	31.4%

Descriptio Of Surgery
Text

Distinct	331
Distinct (%)	63.4%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

Length

Max length	175
Median length	122
Mean length	34.097701
Min length	3

Characters and Unicode

Total characters	17799
Distinct characters	63
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	276 ?
Unique (%)	52.9%

Sample

1st row	left pyeloplasty
2nd row	perforation of right colon-right hemicolectomy-anastomosis-ileostomy
3rd row	excision of necrotic tissue of bilateral feet
4th row	bilateral leg debridement-insertion of steinmenn pin right leg-amputation left foot-splenectomy-bleeding control-exploration of both eyes
5th row	EVD insertion in the right ventricle

Value	Count	Frequency (%)
of	145	6.2%
left	125	5.4%
right	118	5.1%
and	79	3.4%
repair	52	2.2%
excision	45	1.9%
fixation	37	1.6%
fracture	36	1.5%
removal	32	1.4%
hernia	30	1.3%
Other values (605)	1627	69.9%

Most occurring characters

Value	Count	Frequency (%)
	1805	10.1%
e	1444	8.1%
t	1412	7.9%
i	1315	7.4%
a	1265	7.1%
o	1224	6.9%
r	1109	6.2%
n	994	5.6%
l	922	5.2%
s	787	4.4%
Other values (53)	5522	31.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	17799	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	1805	10.1%
e	1444	8.1%
t	1412	7.9%
i	1315	7.4%
a	1265	7.1%
o	1224	6.9%
r	1109	6.2%
n	994	5.6%
l	922	5.2%
s	787	4.4%
Other values (53)	5522	31.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	17799	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	1805	10.1%
e	1444	8.1%
t	1412	7.9%
i	1315	7.4%
a	1265	7.1%
o	1224	6.9%
r	1109	6.2%
n	994	5.6%
l	922	5.2%
s	787	4.4%
Other values (53)	5522	31.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	17799	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	1805	10.1%
e	1444	8.1%
t	1412	7.9%
i	1315	7.4%
a	1265	7.1%
o	1224	6.9%
r	1109	6.2%
n	994	5.6%
l	922	5.2%
s	787	4.4%
Other values (53)	5522	31.0%

Duration Of Surgery
Real number (ℝ)

High correlation Missing

Distinct	138
Distinct (%)	26.7%
Missing	6
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%
Mean	69.97093

Minimum	3
Maximum	595
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.2 KiB

Quantile statistics

Minimum	3
5-th percentile	10
Q1	22
median	45
Q3	90
95-th percentile	215.25
Maximum	595
Range	592
Interquartile range (IQR)	68

Descriptive statistics

Standard deviation	71.869333
Coefficient of variation (CV)	1.0271313
Kurtosis	9.8546163
Mean	69.97093
Median Absolute Deviation (MAD)	27
Skewness	2.5788191
Sum	36105
Variance	5165.2011
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	31	5.9%
25	30	5.7%
10	22	4.2%
15	21	4.0%
45	21	4.0%
40	20	3.8%
35	13	2.5%
50	12	2.3%
30	11	2.1%
60	11	2.1%
Other values (128)	324	62.1%

Value	Count	Frequency (%)
3	1	0.2%
5	6	1.1%
7	2	0.4%
8	6	1.1%
9	2	0.4%
10	22	4.2%
11	2	0.4%
12	6	1.1%
13	6	1.1%
14	2	0.4%

Value	Count	Frequency (%)
595	1	0.2%
464	1	0.2%
420	1	0.2%
380	1	0.2%
368	1	0.2%
350	1	0.2%
325	1	0.2%
315	1	0.2%
293	1	0.2%
286	1	0.2%

Extubation Post OR
Real number (ℝ)

High correlation Missing

Distinct	23
Distinct (%)	8.2%
Missing	240
Missing (%)	46.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.113475

Minimum	1
Maximum	50
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.2 KiB

Quantile statistics

Minimum	1
5-th percentile	5
Q1	5
median	10
Q3	12
95-th percentile	20
Maximum	50
Range	49
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	6.2053727
Coefficient of variation (CV)	0.61357472
Kurtosis	6.6747742
Mean	10.113475
Median Absolute Deviation (MAD)	5
Skewness	1.9059165
Sum	2852
Variance	38.506651
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
10	86	16.5%
5	85	16.3%
15	30	5.7%
20	18	3.4%
8	10	1.9%
25	8	1.5%
7	7	1.3%
3	5	1.0%
12	4	0.8%
2	4	0.8%
Other values (13)	25	4.8%
(Missing)	240	46.0%

Value	Count	Frequency (%)
1	3	0.6%
2	4	0.8%
3	5	1.0%
4	1	0.2%
5	85	16.3%
6	3	0.6%
7	7	1.3%
8	10	1.9%
9	3	0.6%
10	86	16.5%

Value	Count	Frequency (%)
50	1	0.2%
35	1	0.2%
30	2	0.4%
25	8	1.5%
23	1	0.2%
20	18	3.4%
19	1	0.2%
17	1	0.2%
16	1	0.2%
15	30	5.7%

Blood Loss during surgery
Real number (ℝ)

High correlation Missing

Distinct	16
Distinct (%)	47.1%
Missing	488
Missing (%)	93.5%
Infinite	0
Infinite (%)	0.0%
Mean	389.85294

Minimum	25
Maximum	2000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.2 KiB

Quantile statistics

Minimum	25
5-th percentile	30
Q1	100
median	250
Q3	500
95-th percentile	1370
Maximum	2000
Range	1975
Interquartile range (IQR)	400

Descriptive statistics

Standard deviation	438.55217
Coefficient of variation (CV)	1.1249169
Kurtosis	5.6309288
Mean	389.85294
Median Absolute Deviation (MAD)	175
Skewness	2.2716001
Sum	13255
Variance	192328.01
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
500	5	1.0%
100	4	0.8%
200	3	0.6%
50	3	0.6%
300	3	0.6%
250	3	0.6%
700	2	0.4%
400	2	0.4%
30	2	0.4%
120	1	0.2%
Other values (6)	6	1.1%
(Missing)	488	93.5%

Value	Count	Frequency (%)
25	1	0.2%
30	2	0.4%
50	3	0.6%
100	4	0.8%
120	1	0.2%
150	1	0.2%
200	3	0.6%
250	3	0.6%
300	3	0.6%
400	2	0.4%

Value	Count	Frequency (%)
2000	1	0.2%
1500	1	0.2%
1300	1	0.2%
700	2	0.4%
600	1	0.2%
500	5	1.0%
400	2	0.4%
300	3	0.6%
250	3	0.6%
200	3	0.6%

Urine Output
Real number (ℝ)

High correlation Missing

Distinct	15
Distinct (%)	44.1%
Missing	488
Missing (%)	93.5%
Infinite	0
Infinite (%)	0.0%
Mean	772.41176

Minimum	32
Maximum	3600
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.2 KiB

Quantile statistics

Minimum	32
5-th percentile	282.5
Q1	385
median	600
Q3	950
95-th percentile	1740
Maximum	3600
Range	3568
Interquartile range (IQR)	565

Descriptive statistics

Standard deviation	655.11614
Coefficient of variation (CV)	0.84814366
Kurtosis	10.059782
Mean	772.41176
Median Absolute Deviation (MAD)	260
Skewness	2.7485116
Sum	26262
Variance	429177.16
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
300	6	1.1%
800	5	1.0%
500	5	1.0%
1000	3	0.6%
600	3	0.6%
1200	2	0.4%
400	2	0.4%
700	1	0.2%
3600	1	0.2%
250	1	0.2%
Other values (5)	5	1.0%
(Missing)	488	93.5%

Value	Count	Frequency (%)
32	1	0.2%
250	1	0.2%
300	6	1.1%
380	1	0.2%
400	2	0.4%
500	5	1.0%
600	3	0.6%
700	1	0.2%
800	5	1.0%
1000	3	0.6%

Value	Count	Frequency (%)
3600	1	0.2%
2000	1	0.2%
1600	1	0.2%
1400	1	0.2%
1200	2	0.4%
1000	3	0.6%
800	5	1.0%
700	1	0.2%
600	3	0.6%
500	5	1.0%

Pathology Findings
Categorical

High correlation

Distinct	3
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

-	238
no tumor	216
tumor	68

Length

Max length	8
Median length	5
Mean length	4.4176245
Min length	1

Characters and Unicode

Total characters	2306
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	no tumor
2nd row	no tumor
3rd row	-
4th row	no tumor
5th row	-

Common Values

Value	Count	Frequency (%)
-	238	45.6%
no tumor	216	41.4%
tumor	68	13.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
tumor	284	38.5%
	238	32.2%
no	216	29.3%

Most occurring characters

Value	Count	Frequency (%)
o	500	21.7%
m	284	12.3%
u	284	12.3%
t	284	12.3%
r	284	12.3%
-	238	10.3%
	216	9.4%
n	216	9.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2306	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	500	21.7%
m	284	12.3%
u	284	12.3%
t	284	12.3%
r	284	12.3%
-	238	10.3%
	216	9.4%
n	216	9.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2306	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	500	21.7%
m	284	12.3%
u	284	12.3%
t	284	12.3%
r	284	12.3%
-	238	10.3%
	216	9.4%
n	216	9.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2306	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	500	21.7%
m	284	12.3%
u	284	12.3%
t	284	12.3%
r	284	12.3%
-	238	10.3%
	216	9.4%
n	216	9.4%

Tumor Category
Categorical

High correlation Missing

Distinct	2
Distinct (%)	2.9%
Missing	454
Missing (%)	87.0%
Memory size	4.2 KiB

benign	38
malignant	30

Length

Max length	9
Median length	6
Mean length	7.3235294
Min length	6

Characters and Unicode

Total characters	498
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	benign
2nd row	benign
3rd row	benign
4th row	benign
5th row	benign

Common Values

Value	Count	Frequency (%)
benign	38	7.3%
malignant	30	5.7%
(Missing)	454	87.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
benign	38	55.9%
malignant	30	44.1%

Most occurring characters

Value	Count	Frequency (%)
n	136	27.3%
g	68	13.7%
i	68	13.7%
a	60	12.0%
b	38	7.6%
e	38	7.6%
m	30	6.0%
l	30	6.0%
t	30	6.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	498	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	136	27.3%
g	68	13.7%
i	68	13.7%
a	60	12.0%
b	38	7.6%
e	38	7.6%
m	30	6.0%
l	30	6.0%
t	30	6.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	498	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	136	27.3%
g	68	13.7%
i	68	13.7%
a	60	12.0%
b	38	7.6%
e	38	7.6%
m	30	6.0%
l	30	6.0%
t	30	6.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	498	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	136	27.3%
g	68	13.7%
i	68	13.7%
a	60	12.0%
b	38	7.6%
e	38	7.6%
m	30	6.0%
l	30	6.0%
t	30	6.0%

Pathology description
Text

Missing

Distinct	102
Distinct (%)	35.8%
Missing	237
Missing (%)	45.4%
Memory size	4.2 KiB

Length

Max length	56
Median length	37
Mean length	14.919298
Min length	1

Characters and Unicode

Total characters	4252
Distinct characters	32
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	78 ?
Unique (%)	27.4%

Sample

1st row	erosion
2nd row	inflammation
3rd row	lasceration-hematoma
4th row	necrosis
5th row	pilonidal sinus

Value	Count	Frequency (%)
inflammation	65	14.8%
hyperplasia	32	7.3%
fibrosis	27	6.2%
lipoma	17	3.9%
carcinoma	15	3.4%
cyst	13	3.0%
cholelithiasis	13	3.0%
adenocarcinoma	11	2.5%
degenerative	8	1.8%
fibrocartilage	8	1.8%
Other values (141)	230	52.4%

Most occurring characters

Value	Count	Frequency (%)
i	506	11.9%
a	501	11.8%
o	327	7.7%
n	296	7.0%
l	285	6.7%
e	270	6.3%
m	255	6.0%
r	237	5.6%
s	234	5.5%
t	221	5.2%
Other values (22)	1120	26.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4252	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	506	11.9%
a	501	11.8%
o	327	7.7%
n	296	7.0%
l	285	6.7%
e	270	6.3%
m	255	6.0%
r	237	5.6%
s	234	5.5%
t	221	5.2%
Other values (22)	1120	26.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4252	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	506	11.9%
a	501	11.8%
o	327	7.7%
n	296	7.0%
l	285	6.7%
e	270	6.3%
m	255	6.0%
r	237	5.6%
s	234	5.5%
t	221	5.2%
Other values (22)	1120	26.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4252	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	506	11.9%
a	501	11.8%
o	327	7.7%
n	296	7.0%
l	285	6.7%
e	270	6.3%
m	255	6.0%
r	237	5.6%
s	234	5.5%
t	221	5.2%
Other values (22)	1120	26.3%

Anesthesia type
Categorical

High correlation Imbalance Missing

Distinct	11
Distinct (%)	2.1%
Missing	8
Missing (%)	1.5%
Memory size	4.2 KiB

General	365
Spinal	70
Sedation and spinal	19
Sedation and local	17
Sedation	12
Other values (6)	31

Length

Max length	20
Median length	7
Mean length	8.0700389
Min length	5

Characters and Unicode

Total characters	4148
Distinct characters	18
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	General
2nd row	General
3rd row	Sedation
4th row	General
5th row	Local

Common Values

Value	Count	Frequency (%)
General	365	69.9%
Spinal	70	13.4%
Sedation and spinal	19	3.6%
Sedation and local	17	3.3%
Sedation	12	2.3%
RegionalRegional	12	2.3%
Local	5	1.0%
Regional	5	1.0%
General and regional	3	0.6%
Regional and local	3	0.6%
(Missing)	8	1.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
general	368	61.5%
spinal	89	14.9%
sedation	48	8.0%
and	42	7.0%
local	25	4.2%
regionalregional	12	2.0%
regional	11	1.8%
localregional	3	0.5%

Most occurring characters

Value	Count	Frequency (%)
e	822	19.8%
a	613	14.8%
n	585	14.1%
l	543	13.1%
r	371	8.9%
G	368	8.9%
i	175	4.2%
S	118	2.8%
o	114	2.7%
d	90	2.2%
Other values (8)	349	8.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4148	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	822	19.8%
a	613	14.8%
n	585	14.1%
l	543	13.1%
r	371	8.9%
G	368	8.9%
i	175	4.2%
S	118	2.8%
o	114	2.7%
d	90	2.2%
Other values (8)	349	8.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4148	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	822	19.8%
a	613	14.8%
n	585	14.1%
l	543	13.1%
r	371	8.9%
G	368	8.9%
i	175	4.2%
S	118	2.8%
o	114	2.7%
d	90	2.2%
Other values (8)	349	8.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4148	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	822	19.8%
a	613	14.8%
n	585	14.1%
l	543	13.1%
r	371	8.9%
G	368	8.9%
i	175	4.2%
S	118	2.8%
o	114	2.7%
d	90	2.2%
Other values (8)	349	8.4%

Way Of Anesthesia
Categorical

High correlation Imbalance Missing

Distinct	3
Distinct (%)	0.6%
Missing	8
Missing (%)	1.5%
Memory size	4.2 KiB

Inhalation and IV	495
IV	10
Inhalation	9

Length

Max length	17
Median length	17
Mean length	16.585603
Min length	2

Characters and Unicode

Total characters	8525
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Inhalation and IV
2nd row	Inhalation and IV
3rd row	Inhalation and IV
4th row	Inhalation and IV
5th row	Inhalation and IV

Common Values

Value	Count	Frequency (%)
Inhalation and IV	495	94.8%
IV	10	1.9%
Inhalation	9	1.7%
(Missing)	8	1.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
iv	505	33.6%
inhalation	504	33.5%
and	495	32.9%

Most occurring characters

Value	Count	Frequency (%)
n	1503	17.6%
a	1503	17.6%
I	1009	11.8%
	990	11.6%
V	505	5.9%
h	504	5.9%
l	504	5.9%
i	504	5.9%
t	504	5.9%
o	504	5.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8525	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	1503	17.6%
a	1503	17.6%
I	1009	11.8%
	990	11.6%
V	505	5.9%
h	504	5.9%
l	504	5.9%
i	504	5.9%
t	504	5.9%
o	504	5.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8525	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	1503	17.6%
a	1503	17.6%
I	1009	11.8%
	990	11.6%
V	505	5.9%
h	504	5.9%
l	504	5.9%
i	504	5.9%
t	504	5.9%
o	504	5.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8525	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	1503	17.6%
a	1503	17.6%
I	1009	11.8%
	990	11.6%
V	505	5.9%
h	504	5.9%
l	504	5.9%
i	504	5.9%
t	504	5.9%
o	504	5.9%

Complication During Surgery
Categorical

High correlation Imbalance

Distinct	4
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

no	519
patient did not metabolize esmeron	1
bradycardia-rapid AFib	1
difficult intubation	1

Length

Max length	34
Median length	2
Mean length	2.1340996
Min length	2

Characters and Unicode

Total characters	1114
Distinct characters	22
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	0.6%

Sample

1st row	no
2nd row	no
3rd row	no
4th row	no
5th row	no

Common Values

Value	Count	Frequency (%)
no	519	99.4%
patient did not metabolize esmeron	1	0.2%
bradycardia-rapid AFib	1	0.2%
difficult intubation	1	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	519	98.3%
patient	1	0.2%
did	1	0.2%
not	1	0.2%
metabolize	1	0.2%
esmeron	1	0.2%
bradycardia-rapid	1	0.2%
afib	1	0.2%
difficult	1	0.2%
intubation	1	0.2%

Most occurring characters

Value	Count	Frequency (%)
n	524	47.0%
o	523	46.9%
i	10	0.9%
a	7	0.6%
t	7	0.6%
	6	0.5%
d	6	0.5%
e	5	0.4%
r	4	0.4%
b	4	0.4%
Other values (12)	18	1.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1114	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	524	47.0%
o	523	46.9%
i	10	0.9%
a	7	0.6%
t	7	0.6%
	6	0.5%
d	6	0.5%
e	5	0.4%
r	4	0.4%
b	4	0.4%
Other values (12)	18	1.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1114	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	524	47.0%
o	523	46.9%
i	10	0.9%
a	7	0.6%
t	7	0.6%
	6	0.5%
d	6	0.5%
e	5	0.4%
r	4	0.4%
b	4	0.4%
Other values (12)	18	1.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1114	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	524	47.0%
o	523	46.9%
i	10	0.9%
a	7	0.6%
t	7	0.6%
	6	0.5%
d	6	0.5%
e	5	0.4%
r	4	0.4%
b	4	0.4%
Other values (12)	18	1.6%

Blood Transfusion During Surgery
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	500
True	22

Value	Count	Frequency (%)
False	500	95.8%
True	22	4.2%

Number of transfused PC during surgery
Categorical

High correlation Imbalance

Distinct	5
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

0	500
2	11
1	7
4	3
3	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	522
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.2%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	3
5th row	0

Common Values

Value	Count	Frequency (%)
0	500	95.8%
2	11	2.1%
1	7	1.3%
4	3	0.6%
3	1	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	500	95.8%
2	11	2.1%
1	7	1.3%
4	3	0.6%
3	1	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	500	95.8%
2	11	2.1%
1	7	1.3%
4	3	0.6%
3	1	0.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	522	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	500	95.8%
2	11	2.1%
1	7	1.3%
4	3	0.6%
3	1	0.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	522	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	500	95.8%
2	11	2.1%
1	7	1.3%
4	3	0.6%
3	1	0.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	522	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	500	95.8%
2	11	2.1%
1	7	1.3%
4	3	0.6%
3	1	0.2%

Floor
Categorical

High correlation

Distinct	12
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

Third floor-New suite	149
Third floor-extension	117
Pediatric	81
Fourth floor-New	74
Second floor-OBS	50
Other values (7)	51

Length

Max length	21
Median length	21
Mean length	17.091954
Min length	3

Characters and Unicode

Total characters	8922
Distinct characters	32
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Second floor-OBS
2nd row	ICU
3rd row	ICU
4th row	ICU
5th row	ICU

Common Values

Value	Count	Frequency (%)
Third floor-New suite	149	28.5%
Third floor-extension	117	22.4%
Pediatric	81	15.5%
Fourth floor-New	74	14.2%
Second floor-OBS	50	9.6%
Fourth floor-West	16	3.1%
Fourth floor-East	12	2.3%
ICU	7	1.3%
TCU	7	1.3%
Cardiac 2	4	0.8%
Other values (2)	5	1.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
third	269	24.5%
floor-new	223	20.3%
suite	149	13.6%
floor-extension	117	10.7%
fourth	102	9.3%
pediatric	81	7.4%
second	50	4.6%
floor-obs	50	4.6%
floor-west	16	1.5%
floor-east	12	1.1%
Other values (6)	29	2.6%

Most occurring characters

Value	Count	Frequency (%)
o	1111	12.5%
r	879	9.9%
e	756	8.5%
i	706	7.9%
	576	6.5%
t	480	5.4%
l	421	4.7%
f	421	4.7%
-	421	4.7%
d	406	4.6%
Other values (22)	2745	30.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8922	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	1111	12.5%
r	879	9.9%
e	756	8.5%
i	706	7.9%
	576	6.5%
t	480	5.4%
l	421	4.7%
f	421	4.7%
-	421	4.7%
d	406	4.6%
Other values (22)	2745	30.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8922	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	1111	12.5%
r	879	9.9%
e	756	8.5%
i	706	7.9%
	576	6.5%
t	480	5.4%
l	421	4.7%
f	421	4.7%
-	421	4.7%
d	406	4.6%
Other values (22)	2745	30.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8922	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	1111	12.5%
r	879	9.9%
e	756	8.5%
i	706	7.9%
	576	6.5%
t	480	5.4%
l	421	4.7%
f	421	4.7%
-	421	4.7%
d	406	4.6%
Other values (22)	2745	30.8%

Antibiotics Post Operation
Boolean

High correlation

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

True	347
False	175

Value	Count	Frequency (%)
True	347	66.5%
False	175	33.5%

Anticoagulants Post Operation
Boolean

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	410
True	112

Value	Count	Frequency (%)
False	410	78.5%
True	112	21.5%

Analgesics Post Operation
Boolean

High correlation

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

True	362
False	160

Value	Count	Frequency (%)
True	362	69.3%
False	160	30.7%

Complication Post Surgery
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	485
True	37

Value	Count	Frequency (%)
False	485	92.9%
True	37	7.1%

Cardiac Complication
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	521
True	1

Value	Count	Frequency (%)
False	521	99.8%
True	1	0.2%

Type of cardiac Complication
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

no	521
pericardial effusion	1

Length

Max length	20
Median length	2
Mean length	2.0344828
Min length	2

Characters and Unicode

Total characters	1062
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.2%

Sample

1st row	no
2nd row	no
3rd row	no
4th row	no
5th row	no

Common Values

Value	Count	Frequency (%)
no	521	99.8%
pericardial effusion	1	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	521	99.6%
pericardial	1	0.2%
effusion	1	0.2%

Most occurring characters

Value	Count	Frequency (%)
n	522	49.2%
o	522	49.2%
i	3	0.3%
e	2	0.2%
r	2	0.2%
a	2	0.2%
f	2	0.2%
p	1	0.1%
d	1	0.1%
c	1	0.1%
Other values (4)	4	0.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1062	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	522	49.2%
o	522	49.2%
i	3	0.3%
e	2	0.2%
r	2	0.2%
a	2	0.2%
f	2	0.2%
p	1	0.1%
d	1	0.1%
c	1	0.1%
Other values (4)	4	0.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1062	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	522	49.2%
o	522	49.2%
i	3	0.3%
e	2	0.2%
r	2	0.2%
a	2	0.2%
f	2	0.2%
p	1	0.1%
d	1	0.1%
c	1	0.1%
Other values (4)	4	0.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1062	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	522	49.2%
o	522	49.2%
i	3	0.3%
e	2	0.2%
r	2	0.2%
a	2	0.2%
f	2	0.2%
p	1	0.1%
d	1	0.1%
c	1	0.1%
Other values (4)	4	0.4%

Pulmonary complication
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	515
True	7

Value	Count	Frequency (%)
False	515	98.7%
True	7	1.3%

Type of pulmonary complication
Categorical

High correlation Imbalance

Distinct	4
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

no	515
atelectasis-pleural effsuion	3
pneumonia	3
RSV A/B	1

Length

Max length	28
Median length	2
Mean length	2.1992337
Min length	2

Characters and Unicode

Total characters	1148
Distinct characters	22
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.2%

Sample

1st row	no
2nd row	no
3rd row	no
4th row	no
5th row	no

Common Values

Value	Count	Frequency (%)
no	515	98.7%
atelectasis-pleural effsuion	3	0.6%
pneumonia	3	0.6%
RSV A/B	1	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	515	97.9%
atelectasis-pleural	3	0.6%
effsuion	3	0.6%
pneumonia	3	0.6%
rsv	1	0.2%
a/b	1	0.2%

Most occurring characters

Value	Count	Frequency (%)
n	524	45.6%
o	521	45.4%
e	15	1.3%
a	12	1.0%
l	9	0.8%
s	9	0.8%
u	9	0.8%
i	9	0.8%
t	6	0.5%
p	6	0.5%
Other values (12)	28	2.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1148	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	524	45.6%
o	521	45.4%
e	15	1.3%
a	12	1.0%
l	9	0.8%
s	9	0.8%
u	9	0.8%
i	9	0.8%
t	6	0.5%
p	6	0.5%
Other values (12)	28	2.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1148	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	524	45.6%
o	521	45.4%
e	15	1.3%
a	12	1.0%
l	9	0.8%
s	9	0.8%
u	9	0.8%
i	9	0.8%
t	6	0.5%
p	6	0.5%
Other values (12)	28	2.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1148	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	524	45.6%
o	521	45.4%
e	15	1.3%
a	12	1.0%
l	9	0.8%
s	9	0.8%
u	9	0.8%
i	9	0.8%
t	6	0.5%
p	6	0.5%
Other values (12)	28	2.4%

Renal complication
Boolean

Constant

Distinct	1
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	522

Value	Count	Frequency (%)
False	522	100.0%

Type of renal complication
Boolean

Constant

Distinct	1
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	522

Value	Count	Frequency (%)
False	522	100.0%

Bleeding post operation at the site of surgery that requires transfer of >= 4 packet cells within 72 hrs after surgery
Boolean

Constant

Distinct	1
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	522

Value	Count	Frequency (%)
False	522	100.0%

Number of ransfused packet cells
Categorical

High correlation Imbalance

Distinct	3
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

0	517
1	4
2	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	522
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.2%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	517	99.0%
1	4	0.8%
2	1	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	517	99.0%
1	4	0.8%
2	1	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	517	99.0%
1	4	0.8%
2	1	0.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	522	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	517	99.0%
1	4	0.8%
2	1	0.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	522	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	517	99.0%
1	4	0.8%
2	1	0.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	522	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	517	99.0%
1	4	0.8%
2	1	0.2%

Neurological complication
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	520
True	2

Value	Count	Frequency (%)
False	520	99.6%
True	2	0.4%

Type of nurologic complication
Categorical

High correlation Imbalance

Distinct	3
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

no	520
hemorrhagic CVA	1
seizure	1

Length

Max length	15
Median length	2
Mean length	2.0344828
Min length	2

Characters and Unicode

Total characters	1062
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	0.4%

Sample

1st row	no
2nd row	no
3rd row	no
4th row	no
5th row	no

Common Values

Value	Count	Frequency (%)
no	520	99.6%
hemorrhagic CVA	1	0.2%
seizure	1	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	520	99.4%
hemorrhagic	1	0.2%
cva	1	0.2%
seizure	1	0.2%

Most occurring characters

Value	Count	Frequency (%)
o	521	49.1%
n	520	49.0%
e	3	0.3%
r	3	0.3%
h	2	0.2%
i	2	0.2%
m	1	0.1%
a	1	0.1%
g	1	0.1%
c	1	0.1%
Other values (7)	7	0.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1062	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	521	49.1%
n	520	49.0%
e	3	0.3%
r	3	0.3%
h	2	0.2%
i	2	0.2%
m	1	0.1%
a	1	0.1%
g	1	0.1%
c	1	0.1%
Other values (7)	7	0.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1062	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	521	49.1%
n	520	49.0%
e	3	0.3%
r	3	0.3%
h	2	0.2%
i	2	0.2%
m	1	0.1%
a	1	0.1%
g	1	0.1%
c	1	0.1%
Other values (7)	7	0.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1062	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	521	49.1%
n	520	49.0%
e	3	0.3%
r	3	0.3%
h	2	0.2%
i	2	0.2%
m	1	0.1%
a	1	0.1%
g	1	0.1%
c	1	0.1%
Other values (7)	7	0.7%

Stroke
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	521
True	1

Value	Count	Frequency (%)
False	521	99.8%
True	1	0.2%

Type of stroke
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

no	521
hemorrhagic	1

Length

Max length	11
Median length	2
Mean length	2.0172414
Min length	2

Characters and Unicode

Total characters	1053
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.2%

Sample

1st row	no
2nd row	no
3rd row	no
4th row	no
5th row	no

Common Values

Value	Count	Frequency (%)
no	521	99.8%
hemorrhagic	1	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	521	99.8%
hemorrhagic	1	0.2%

Most occurring characters

Value	Count	Frequency (%)
o	522	49.6%
n	521	49.5%
h	2	0.2%
r	2	0.2%
e	1	0.1%
m	1	0.1%
a	1	0.1%
g	1	0.1%
i	1	0.1%
c	1	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1053	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	522	49.6%
n	521	49.5%
h	2	0.2%
r	2	0.2%
e	1	0.1%
m	1	0.1%
a	1	0.1%
g	1	0.1%
i	1	0.1%
c	1	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1053	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	522	49.6%
n	521	49.5%
h	2	0.2%
r	2	0.2%
e	1	0.1%
m	1	0.1%
a	1	0.1%
g	1	0.1%
i	1	0.1%
c	1	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1053	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	522	49.6%
n	521	49.5%
h	2	0.2%
r	2	0.2%
e	1	0.1%
m	1	0.1%
a	1	0.1%
g	1	0.1%
i	1	0.1%
c	1	0.1%

Coma
Boolean

Constant

Distinct	1
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	522

Value	Count	Frequency (%)
False	522	100.0%

Major wound disruption
Boolean

Constant

Distinct	1
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	522

Value	Count	Frequency (%)
False	522	100.0%

Infection of the surgical site
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	509
True	13

Value	Count	Frequency (%)
False	509	97.5%
True	13	2.5%

Type of bacteria at the surgical site
Categorical

High correlation Imbalance

Distinct	14
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

no	509
klebsiella pneumonia CRE	1
klebsiella pneumonia-staphylococcus agalactiae	1
Ecoli ESBL	1
staphylococcus warneri-staphylococcus epidermidis-staphylococcus hominis	1
Other values (9)	9

Length

Max length	86
Median length	2
Mean length	2.8448276
Min length	2

Characters and Unicode

Total characters	1485
Distinct characters	30
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	13 ?
Unique (%)	2.5%

Sample

1st row	no
2nd row	no
3rd row	klebsiella pneumonia CRE
4th row	no
5th row	no

Common Values

Value	Count	Frequency (%)
no	509	97.5%
klebsiella pneumonia CRE	1	0.2%
klebsiella pneumonia-staphylococcus agalactiae	1	0.2%
Ecoli ESBL	1	0.2%
staphylococcus warneri-staphylococcus epidermidis-staphylococcus hominis	1	0.2%
staphylococcus epidermidis-psuedomonas aeruginosa	1	0.2%
enterococcus faecium	1	0.2%
cryptococcus laurentii	1	0.2%
serratia marcescens	1	0.2%
staphylococcus coagulase negative	1	0.2%
Other values (4)	4	0.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
no	509	93.2%
staphylococcus	4	0.7%
aeruginosa	2	0.4%
klebsiella	2	0.4%
enterococcus	2	0.4%
pneumonia-staphylococcus	1	0.2%
pneumonia	1	0.2%
cre	1	0.2%
esbl	1	0.2%
ecoli	1	0.2%
Other values (22)	22	4.0%

Most occurring characters

Value	Count	Frequency (%)
o	545	36.7%
n	529	35.6%
c	48	3.2%
a	46	3.1%
s	42	2.8%
e	36	2.4%
i	34	2.3%
u	26	1.8%
	24	1.6%
l	23	1.5%
Other values (20)	132	8.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1485	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	545	36.7%
n	529	35.6%
c	48	3.2%
a	46	3.1%
s	42	2.8%
e	36	2.4%
i	34	2.3%
u	26	1.8%
	24	1.6%
l	23	1.5%
Other values (20)	132	8.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1485	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	545	36.7%
n	529	35.6%
c	48	3.2%
a	46	3.1%
s	42	2.8%
e	36	2.4%
i	34	2.3%
u	26	1.8%
	24	1.6%
l	23	1.5%
Other values (20)	132	8.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1485	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	545	36.7%
n	529	35.6%
c	48	3.2%
a	46	3.1%
s	42	2.8%
e	36	2.4%
i	34	2.3%
u	26	1.8%
	24	1.6%
l	23	1.5%
Other values (20)	132	8.9%

Bacteremia
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	518
True	4

Value	Count	Frequency (%)
False	518	99.2%
True	4	0.8%

Type of bacteria in blood
Categorical

High correlation Imbalance

Distinct	5
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

no	518
staphylococcus epidermidis-psuedomonas aeruginosa	1
achromobacter denitrificans-achromobacter xylosoxidans	1
Ecoli CRE	1
staphylococous hominis-staphylococcus epidermidis	1

Length

Max length	54
Median length	2
Mean length	2.2931034
Min length	2

Characters and Unicode

Total characters	1197
Distinct characters	25
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4 ?
Unique (%)	0.8%

Sample

1st row	no
2nd row	no
3rd row	staphylococcus epidermidis-psuedomonas aeruginosa
4th row	no
5th row	no

Common Values

Value	Count	Frequency (%)
no	518	99.2%
staphylococcus epidermidis-psuedomonas aeruginosa	1	0.2%
achromobacter denitrificans-achromobacter xylosoxidans	1	0.2%
Ecoli CRE	1	0.2%
staphylococous hominis-staphylococcus epidermidis	1	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	518	97.9%
staphylococcus	1	0.2%
epidermidis-psuedomonas	1	0.2%
aeruginosa	1	0.2%
achromobacter	1	0.2%
denitrificans-achromobacter	1	0.2%
xylosoxidans	1	0.2%
ecoli	1	0.2%
cre	1	0.2%
staphylococous	1	0.2%
Other values (2)	2	0.4%

Most occurring characters

Value	Count	Frequency (%)
o	536	44.8%
n	524	43.8%
s	15	1.3%
i	14	1.2%
c	14	1.2%
a	12	1.0%
e	9	0.8%
r	8	0.7%
d	7	0.6%
	7	0.6%
Other values (15)	51	4.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1197	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	536	44.8%
n	524	43.8%
s	15	1.3%
i	14	1.2%
c	14	1.2%
a	12	1.0%
e	9	0.8%
r	8	0.7%
d	7	0.6%
	7	0.6%
Other values (15)	51	4.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1197	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	536	44.8%
n	524	43.8%
s	15	1.3%
i	14	1.2%
c	14	1.2%
a	12	1.0%
e	9	0.8%
r	8	0.7%
d	7	0.6%
	7	0.6%
Other values (15)	51	4.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1197	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	536	44.8%
n	524	43.8%
s	15	1.3%
i	14	1.2%
c	14	1.2%
a	12	1.0%
e	9	0.8%
r	8	0.7%
d	7	0.6%
	7	0.6%
Other values (15)	51	4.3%

Other positive cultures related to surgery
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	518
True	4

Value	Count	Frequency (%)
False	518	99.2%
True	4	0.8%

Type of culture related to surgery
Categorical

High correlation Imbalance

Distinct	4
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

no	518
urine	2
ascitis fluid	1
CSF	1

Length

Max length	13
Median length	2
Mean length	2.0344828
Min length	2

Characters and Unicode

Total characters	1062
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	0.4%

Sample

1st row	no
2nd row	no
3rd row	no
4th row	no
5th row	no

Common Values

Value	Count	Frequency (%)
no	518	99.2%
urine	2	0.4%
ascitis fluid	1	0.2%
CSF	1	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	518	99.0%
urine	2	0.4%
ascitis	1	0.2%
fluid	1	0.2%
csf	1	0.2%

Most occurring characters

Value	Count	Frequency (%)
n	520	49.0%
o	518	48.8%
i	5	0.5%
u	3	0.3%
r	2	0.2%
e	2	0.2%
s	2	0.2%
a	1	0.1%
c	1	0.1%
t	1	0.1%
Other values (7)	7	0.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1062	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	520	49.0%
o	518	48.8%
i	5	0.5%
u	3	0.3%
r	2	0.2%
e	2	0.2%
s	2	0.2%
a	1	0.1%
c	1	0.1%
t	1	0.1%
Other values (7)	7	0.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1062	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	520	49.0%
o	518	48.8%
i	5	0.5%
u	3	0.3%
r	2	0.2%
e	2	0.2%
s	2	0.2%
a	1	0.1%
c	1	0.1%
t	1	0.1%
Other values (7)	7	0.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1062	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	520	49.0%
o	518	48.8%
i	5	0.5%
u	3	0.3%
r	2	0.2%
e	2	0.2%
s	2	0.2%
a	1	0.1%
c	1	0.1%
t	1	0.1%
Other values (7)	7	0.7%

High correlation Imbalance

Distinct	5
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

no	518
Ecoli CRE	1
Ecoli ESBL	1
candida parapsilosis	1
acinetobacter baumanii	1

Length

Max length	22
Median length	2
Mean length	2.1015326
Min length	2

Characters and Unicode

Total characters	1097
Distinct characters	22
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4 ?
Unique (%)	0.8%

Sample

1st row	no
2nd row	no
3rd row	no
4th row	no
5th row	no

Common Values

Value	Count	Frequency (%)
no	518	99.2%
Ecoli CRE	1	0.2%
Ecoli ESBL	1	0.2%
candida parapsilosis	1	0.2%
acinetobacter baumanii	1	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	518	98.5%
ecoli	2	0.4%
cre	1	0.2%
esbl	1	0.2%
candida	1	0.2%
parapsilosis	1	0.2%
acinetobacter	1	0.2%
baumanii	1	0.2%

Most occurring characters

Value	Count	Frequency (%)
o	522	47.6%
n	521	47.5%
i	8	0.7%
a	8	0.7%
c	5	0.5%
E	4	0.4%
	4	0.4%
l	3	0.3%
s	3	0.3%
d	2	0.2%
Other values (12)	17	1.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1097	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	522	47.6%
n	521	47.5%
i	8	0.7%
a	8	0.7%
c	5	0.5%
E	4	0.4%
	4	0.4%
l	3	0.3%
s	3	0.3%
d	2	0.2%
Other values (12)	17	1.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1097	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	522	47.6%
n	521	47.5%
i	8	0.7%
a	8	0.7%
c	5	0.5%
E	4	0.4%
	4	0.4%
l	3	0.3%
s	3	0.3%
d	2	0.2%
Other values (12)	17	1.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1097	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	522	47.6%
n	521	47.5%
i	8	0.7%
a	8	0.7%
c	5	0.5%
E	4	0.4%
	4	0.4%
l	3	0.3%
s	3	0.3%
d	2	0.2%
Other values (12)	17	1.5%

Graft rejection
Boolean

Constant

Distinct	1
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	522

Value	Count	Frequency (%)
False	522	100.0%

Unplanned transfer to intensive care unit
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	520
True	2

Value	Count	Frequency (%)
False	520	99.6%
True	2	0.4%

Duration in intensive care unit (days)
Categorical

High correlation Imbalance

Distinct	3
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

0	520
7	1
5	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	522
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	0.4%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	520	99.6%
7	1	0.2%
5	1	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	520	99.6%
7	1	0.2%
5	1	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	520	99.6%
7	1	0.2%
5	1	0.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	522	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	520	99.6%
7	1	0.2%
5	1	0.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	522	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	520	99.6%
7	1	0.2%
5	1	0.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	522	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	520	99.6%
7	1	0.2%
5	1	0.2%

Sepsis
Boolean

Constant

Distinct	1
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	522

Value	Count	Frequency (%)
False	522	100.0%

Septic Shock
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	520
True	2

Value	Count	Frequency (%)
False	520	99.6%
True	2	0.4%

Systemic Inflammatory Response Syndrome (SISS)
Categorical

Constant

Distinct	1
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

0	522

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	522
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	522	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	522	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	522	100.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	522	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	522	100.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	522	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	522	100.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	522	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	522	100.0%

Collection
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	520
True	2

Value	Count	Frequency (%)
False	520	99.6%
True	2	0.4%

Unplanned Intubation
Boolean

Constant

Distinct	1
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	522

Value	Count	Frequency (%)
False	522	100.0%

mv_48h_or_more
Boolean

Constant

Distinct	1
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	522

Value	Count	Frequency (%)
False	522	100.0%

unplanned_return_to_or
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	512
True	10

Value	Count	Frequency (%)
False	512	98.1%
True	10	1.9%

unplanned_or_reason
Categorical

High correlation Imbalance

Distinct	7
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

no	512
bleeding	4
CSF leak	2
collection	1
ICB	1
Other values (2)	2

Length

Max length	21
Median length	2
Mean length	2.1417625
Min length	2

Characters and Unicode

Total characters	1118
Distinct characters	28
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4 ?
Unique (%)	0.8%

Sample

1st row	no
2nd row	no
3rd row	no
4th row	no
5th row	no

Common Values

Value	Count	Frequency (%)
no	512	98.1%
bleeding	4	0.8%
CSF leak	2	0.4%
collection	1	0.2%
ICB	1	0.2%
AV fistula thrombosis	1	0.2%
EVD torn out	1	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	512	97.0%
bleeding	4	0.8%
csf	2	0.4%
leak	2	0.4%
collection	1	0.2%
icb	1	0.2%
av	1	0.2%
fistula	1	0.2%
thrombosis	1	0.2%
evd	1	0.2%
Other values (2)	2	0.4%

Most occurring characters

Value	Count	Frequency (%)
n	518	46.3%
o	518	46.3%
e	11	1.0%
l	9	0.8%
i	7	0.6%
	6	0.5%
b	5	0.4%
t	5	0.4%
g	4	0.4%
d	4	0.4%
Other values (18)	31	2.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1118	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	518	46.3%
o	518	46.3%
e	11	1.0%
l	9	0.8%
i	7	0.6%
	6	0.5%
b	5	0.4%
t	5	0.4%
g	4	0.4%
d	4	0.4%
Other values (18)	31	2.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1118	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	518	46.3%
o	518	46.3%
e	11	1.0%
l	9	0.8%
i	7	0.6%
	6	0.5%
b	5	0.4%
t	5	0.4%
g	4	0.4%
d	4	0.4%
Other values (18)	31	2.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1118	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	518	46.3%
o	518	46.3%
e	11	1.0%
l	9	0.8%
i	7	0.6%
	6	0.5%
b	5	0.4%
t	5	0.4%
g	4	0.4%
d	4	0.4%
Other values (18)	31	2.8%

other_complication
Categorical

High correlation Imbalance

Distinct	6
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

no	512
CSF leak	3
bleeding	3
meningitis	2
ICB	1

Length

Max length	21
Median length	2
Mean length	2.137931
Min length	2

Characters and Unicode

Total characters	1116
Distinct characters	25
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	0.4%

Sample

1st row	no
2nd row	no
3rd row	no
4th row	no
5th row	no

Common Values

Value	Count	Frequency (%)
no	512	98.1%
CSF leak	3	0.6%
bleeding	3	0.6%
meningitis	2	0.4%
ICB	1	0.2%
AV fistula thrombosis	1	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	512	97.2%
csf	3	0.6%
leak	3	0.6%
bleeding	3	0.6%
meningitis	2	0.4%
icb	1	0.2%
av	1	0.2%
fistula	1	0.2%
thrombosis	1	0.2%

Most occurring characters

Value	Count	Frequency (%)
n	519	46.5%
o	514	46.1%
e	11	1.0%
i	11	1.0%
l	7	0.6%
g	5	0.4%
s	5	0.4%
	5	0.4%
C	4	0.4%
t	4	0.4%
Other values (15)	31	2.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1116	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	519	46.5%
o	514	46.1%
e	11	1.0%
i	11	1.0%
l	7	0.6%
g	5	0.4%
s	5	0.4%
	5	0.4%
C	4	0.4%
t	4	0.4%
Other values (15)	31	2.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1116	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	519	46.5%
o	514	46.1%
e	11	1.0%
i	11	1.0%
l	7	0.6%
g	5	0.4%
s	5	0.4%
	5	0.4%
C	4	0.4%
t	4	0.4%
Other values (15)	31	2.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1116	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	519	46.5%
o	514	46.1%
e	11	1.0%
i	11	1.0%
l	7	0.6%
g	5	0.4%
s	5	0.4%
	5	0.4%
C	4	0.4%
t	4	0.4%
Other values (15)	31	2.8%

death_in_hospital_postop
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

False	518
True	4

Value	Count	Frequency (%)
False	518	99.2%
True	4	0.8%

hospital_stay_days
Real number (ℝ)

High correlation

Distinct	30
Distinct (%)	5.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.6666667

Minimum	1
Maximum	65
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	3.75
95-th percentile	11.95
Maximum	65
Range	64
Interquartile range (IQR)	2.75

Descriptive statistics

Standard deviation	5.6663468
Coefficient of variation (CV)	1.5453673
Kurtosis	39.140984
Mean	3.6666667
Median Absolute Deviation (MAD)	1
Skewness	5.3473916
Sum	1914
Variance	32.107486
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
1	173	33.1%
2	145	27.8%
3	73	14.0%
4	37	7.1%
5	25	4.8%
7	11	2.1%
6	10	1.9%
8	9	1.7%
9	7	1.3%
23	3	0.6%
Other values (20)	29	5.6%

Value	Count	Frequency (%)
1	173	33.1%
2	145	27.8%
3	73	14.0%
4	37	7.1%
5	25	4.8%
6	10	1.9%
7	11	2.1%
8	9	1.7%
9	7	1.3%
10	3	0.6%

Value	Count	Frequency (%)
65	1	0.2%
45	1	0.2%
40	1	0.2%
35	1	0.2%
30	1	0.2%
29	1	0.2%
27	1	0.2%
26	1	0.2%
25	1	0.2%
23	3	0.6%

answered_call_followup
Boolean

High correlation

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	654.0 B

True	300
False	222

Value	Count	Frequency (%)
True	300	57.5%
False	222	42.5%

complication_post_discharge
Boolean

High correlation Imbalance Missing

Distinct	2
Distinct (%)	0.6%
Missing	212
Missing (%)	40.6%
Memory size	1.1 KiB

False	293
True	17
(Missing)	212

Value	Count	Frequency (%)
False	293	56.1%
True	17	3.3%
(Missing)	212	40.6%

er_visit
Boolean

High correlation Imbalance Missing

Distinct	2
Distinct (%)	0.6%
Missing	212
Missing (%)	40.6%
Memory size	1.1 KiB

False	301
True	9
(Missing)	212

Value	Count	Frequency (%)
False	301	57.7%
True	9	1.7%
(Missing)	212	40.6%

post_discharge_complication_type
Categorical

High correlation Imbalance Missing

Distinct	14
Distinct (%)	4.5%
Missing	212
Missing (%)	40.6%
Memory size	4.2 KiB

no	293
infection	4
meningitis	2
infection-collection	1
cholangitis	1
Other values (9)	9

Length

Max length	31
Median length	2
Mean length	2.5451613
Min length	2

Characters and Unicode

Total characters	789
Distinct characters	29
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	11 ?
Unique (%)	3.5%

Sample

1st row	no
2nd row	no
3rd row	no
4th row	no
5th row	no

Common Values

Value	Count	Frequency (%)
no	293	56.1%
infection	4	0.8%
meningitis	2	0.4%
infection-collection	1	0.2%
cholangitis	1	0.2%
inflamamtion	1	0.2%
pneumonia	1	0.2%
ICB	1	0.2%
bleeding	1	0.2%
infection-Av fistula thrombosis	1	0.2%
Other values (4)	4	0.8%
(Missing)	212	40.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
no	293	93.6%
infection	4	1.3%
meningitis	2	0.6%
infection-collection	1	0.3%
cholangitis	1	0.3%
inflamamtion	1	0.3%
pneumonia	1	0.3%
icb	1	0.3%
bleeding	1	0.3%
infection-av	1	0.3%
Other values (7)	7	2.2%

Most occurring characters

Value	Count	Frequency (%)
n	321	40.7%
o	310	39.3%
i	34	4.3%
e	17	2.2%
t	17	2.2%
l	11	1.4%
m	11	1.4%
f	10	1.3%
c	9	1.1%
a	9	1.1%
Other values (19)	40	5.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	789	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	321	40.7%
o	310	39.3%
i	34	4.3%
e	17	2.2%
t	17	2.2%
l	11	1.4%
m	11	1.4%
f	10	1.3%
c	9	1.1%
a	9	1.1%
Other values (19)	40	5.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	789	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	321	40.7%
o	310	39.3%
i	34	4.3%
e	17	2.2%
t	17	2.2%
l	11	1.4%
m	11	1.4%
f	10	1.3%
c	9	1.1%
a	9	1.1%
Other values (19)	40	5.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	789	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	321	40.7%
o	310	39.3%
i	34	4.3%
e	17	2.2%
t	17	2.2%
l	11	1.4%
m	11	1.4%
f	10	1.3%
c	9	1.1%
a	9	1.1%
Other values (19)	40	5.1%

readmission_related_to_or
Boolean

High correlation Imbalance Missing

Distinct	2
Distinct (%)	0.6%
Missing	212
Missing (%)	40.6%
Memory size	1.1 KiB

False	300
True	10
(Missing)	212

Value	Count	Frequency (%)
False	300	57.5%
True	10	1.9%
(Missing)	212	40.6%

infection_or_inflammation
Boolean

High correlation Imbalance Missing

Distinct	2
Distinct (%)	0.6%
Missing	212
Missing (%)	40.6%
Memory size	1.1 KiB

False	297
True	13
(Missing)	212

Value	Count	Frequency (%)
False	297	56.9%
True	13	2.5%
(Missing)	212	40.6%

redo_surgery
Boolean

High correlation Imbalance Missing

Distinct	2
Distinct (%)	0.6%
Missing	212
Missing (%)	40.6%
Memory size	1.1 KiB

False	309
True	1
(Missing)	212

Value	Count	Frequency (%)
False	309	59.2%
True	1	0.2%
(Missing)	212	40.6%

admission_other_hospital
Boolean

High correlation Imbalance Missing

Distinct	2
Distinct (%)	0.6%
Missing	212
Missing (%)	40.6%
Memory size	1.1 KiB

False	309
True	1
(Missing)	212

Value	Count	Frequency (%)
False	309	59.2%
True	1	0.2%
(Missing)	212	40.6%

death_post_discharge
Boolean

Constant Missing

Distinct	1
Distinct (%)	0.3%
Missing	212
Missing (%)	40.6%
Memory size	1.1 KiB

False	310
(Missing)	212

Value	Count	Frequency (%)
False	310	59.4%
(Missing)	212	40.6%

notes_description
Text

Missing

Distinct	52
Distinct (%)	89.7%
Missing	464
Missing (%)	88.9%
Memory size	4.2 KiB

Length

Max length	924
Median length	169.5
Mean length	207
Min length	14

Characters and Unicode

Total characters	12006
Distinct characters	71
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	50 ?
Unique (%)	86.2%

Sample

1st row	The patient admitted with ruptured abdominal aneurysm. Urgent repair of abdominal aortic dissection was done on 4.5.2025 by Dr.Mohamad Saab. CT on 15.4.2025: mild bilateral pleural effusion, lung basal atelectasis, large thrombosis AAA, hematoma, and severe pneumoperitoneum suggesting colonic perforation. Death was on 19.4.2025 due to septic shock and cardiac arrest.
2nd row	The patient admitted with previous blast injury, infected bedsore, pneumonia, and seizure. Bacteremia, infected wound, and Septic shock were reported before surgery. He experienced tachycardia and tachypnea on 21.4.2025. Bacteremia on 4.4.2025: staphylococcus capitis. Bedsore culture (right and left foot) on 21.4.2025: heavy klebsiella pneumonia CRE. Blood culture on 21.4.2025: pseudomonas aeruginosa.
3rd row	The patient admitted with multiomorbidities and multiorgan failure, infected kimal: staphylococcus capitis, sepsis, septic shock, CVA, pneumonia, leukocytosis, and UTI. Bacteremia on 25.2.2025 (hospital acquired): pseudomonas aeruginosa, on 19.4.2025: klebsiella pneumonia CRE, on 21.4.2025: staphylococcus epidermidis, on 23.5.2025: achromobacter denitrificans, and on 24.5.2025: achromobacter xylosoxidans. Death was on 27.5.2025 due to cardiogenic shock and sepsis.
4th row	The patient readmitted under care of Dr. Hasan Shreim via ER on 21.6.2025: pus discharge at the site of surgery, subcutaneous collection and abscess, CRP=26.2, and umbilical culture on 21.6.2025: few klebsiella pneumonia and heavy staphylococcus agalactiae. Abscess drainage was urgently done on 21.6.2025.
5th row	Chest CT on 13.4.2025 showed mild right pleural effusion, and bibasal atelectasis.

Value	Count	Frequency (%)
on	117	6.6%
and	75	4.2%
the	61	3.4%
was	51	2.9%
of	49	2.7%
patient	48	2.7%
culture	29	1.6%
dr	27	1.5%
done	27	1.5%
for	22	1.2%
Other values (537)	1278	71.6%

Most occurring characters

Value	Count	Frequency (%)
	1729	14.4%
e	1007	8.4%
a	778	6.5%
o	705	5.9%
n	663	5.5%
t	637	5.3%
r	580	4.8%
i	569	4.7%
s	485	4.0%
d	460	3.8%
Other values (61)	4393	36.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	12006	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	1729	14.4%
e	1007	8.4%
a	778	6.5%
o	705	5.9%
n	663	5.5%
t	637	5.3%
r	580	4.8%
i	569	4.7%
s	485	4.0%
d	460	3.8%
Other values (61)	4393	36.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	12006	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	1729	14.4%
e	1007	8.4%
a	778	6.5%
o	705	5.9%
n	663	5.5%
t	637	5.3%
r	580	4.8%
i	569	4.7%
s	485	4.0%
d	460	3.8%
Other values (61)	4393	36.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	12006	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	1729	14.4%
e	1007	8.4%
a	778	6.5%
o	705	5.9%
n	663	5.5%
t	637	5.3%
r	580	4.8%
i	569	4.7%
s	485	4.0%
d	460	3.8%
Other values (61)	4393	36.6%

Interactions

Correlations

	AFib-tachycardia	Analgesics Post Operation	Anesthesia type	Antibiotics Post Operation	Anticoagulant	Anticoagulants Post Operation	Antidiabetic	Antihypertensive	Antiplatelets	Antipsychotic	BUN before Discharge	BUN day 1 post surgery	Bacteremia	BacteriaTypeRelatedToSurgery	Betablocker	Blood Loss during surgery	Blood Transfusion During Surgery	CAD History	CKD	COPD	Cardiac Complication	Cholesterol Lowering Drug	Collection	Complication During Surgery	Complication Post Surgery	Creatinine before Discharge	Creatinine_D1	Current Medication	DiabetesMellitus	Dialysis	Diuratic	Duration Of Surgery	Duration in intensive care unit (days)	Dyslipidemia	ER Admission Before Surgery	Emergency Status of surgery	Extubation Post OR	Floor	Gastrointestinal Disease	HB before discharge	HB day 1 post surgery	HF	Hypertension	Infection of the surgical site	Na before Discharge	Na day 1 post surgery	Neurological complication	Neurological/ Psychological disease	Number of ransfused packet cells	Number of transfused PC during surgery	Open heart surgery	Other positive cultures related to surgery	OtherMedication	PAD	Pathology Findings	Platelet befor eDischarge	Platelet day 1 post surgery	Pre HB	Pre Na	Pre Platelet	Pre-BUN	Pre-Creatinine	Pulmonary complication	Radiology	Septic Shock	Stroke	Surgery	Thyroidal Medication	Tumor Category	Type of Endocrine Disease	Type of Gastrointestinal Disease	Type of Neurological/ psychological disease	Type of bacteria at the surgical site	Type of bacteria in blood	Type of cardiac Complication	Type of culture related to surgery	Type of medical Imaging	Type of nurologic complication	Type of pulmonary complication	Type of stroke	Unplanned transfer to intensive care unit	Urine Output	Way Of Anesthesia	admission_other_hospital	age	answered_call_followup	bmi	bmi_category	complication_post_discharge	death_in_hospital_postop	er_visit	gender	governorate	height_cm	hospital_stay_days	id_number	infection_or_inflammation	insurance_type	other_complication	patient_name	physician_name	post_discharge_complication_type	readmission_related_to_or	redo_surgery	smoking_status	unplanned_or_reason	unplanned_return_to_or	weight_kg
AFib-tachycardia	1.000	0.000	0.000	0.005	0.313	0.068	0.128	0.128	0.133	0.019	0.000	0.201	0.000	0.113	0.247	0.604	0.000	0.141	0.057	0.000	0.000	0.000	0.000	0.121	0.150	0.000	0.000	0.183	0.085	0.038	0.304	0.000	0.000	0.000	0.040	0.000	0.000	0.200	0.000	0.000	0.000	0.824	0.150	0.000	0.375	0.000	0.000	0.124	0.023	0.000	0.815	0.082	0.000	0.816	0.000	0.000	0.000	0.036	0.000	0.000	0.145	0.121	0.007	0.088	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.117	0.000	0.000	0.000	0.062	0.046	0.000	0.016	0.000	0.000	0.407	0.000	0.000	0.075	0.000	0.195	0.000	0.196	0.000	0.028	0.102	0.000	0.000	0.000	0.072	0.134	0.000	0.104	0.072	0.000	0.255	0.000	0.000	0.143	0.095	0.000	0.000
Analgesics Post Operation	0.000	1.000	0.229	0.782	0.028	0.299	0.037	0.084	0.062	0.074	0.640	0.000	0.000	0.000	0.000	1.000	0.122	0.104	0.037	0.017	0.000	0.000	0.000	0.000	0.102	0.383	0.000	0.117	0.085	0.000	0.000	0.365	0.000	0.000	0.159	0.113	0.248	0.375	0.043	0.356	0.130	0.027	0.090	0.050	0.744	0.384	0.000	0.060	0.021	0.109	0.000	0.000	0.060	0.068	0.196	0.742	0.000	0.173	0.136	0.095	0.000	0.032	0.040	0.162	0.000	0.000	0.444	0.000	0.000	0.000	0.074	0.020	0.000	0.000	0.000	0.033	0.166	0.037	0.016	0.000	0.000	1.000	0.040	0.000	0.394	0.032	0.284	0.306	0.041	0.000	0.000	0.000	0.144	0.382	0.167	0.270	0.050	0.000	0.000	0.270	0.295	0.000	0.000	0.000	0.181	0.023	0.018	0.359
Anesthesia type	0.000	0.229	1.000	0.310	0.123	0.172	0.182	0.162	0.208	0.115	0.460	0.398	0.106	0.000	0.245	0.000	0.032	0.245	0.338	0.257	0.000	0.164	0.000	0.000	0.000	0.393	0.472	0.201	0.196	0.315	0.131	0.000	0.000	0.211	0.058	0.000	0.000	0.143	0.164	0.000	0.000	0.000	0.238	0.000	0.000	0.323	0.000	0.111	0.000	0.000	0.077	0.000	0.152	0.000	0.244	0.132	0.230	0.178	0.234	0.238	0.250	0.291	0.000	0.038	0.000	0.000	0.237	0.000	0.131	0.000	0.106	0.000	0.000	0.125	0.000	0.000	0.140	0.000	0.000	0.000	0.073	1.000	0.319	0.000	0.100	0.108	0.117	0.125	0.000	0.000	0.000	0.103	0.076	0.000	0.153	0.130	0.080	0.062	0.134	0.130	0.194	0.000	0.123	0.281	0.083	0.136	0.126	0.084
Antibiotics Post Operation	0.005	0.782	0.310	1.000	0.048	0.304	0.066	0.065	0.044	0.034	0.640	0.425	0.000	0.000	0.000	0.337	0.132	0.077	0.000	0.000	0.000	0.024	0.000	0.000	0.100	0.497	0.533	0.062	0.046	0.000	0.000	0.355	0.000	0.000	0.155	0.101	0.256	0.286	0.027	0.173	0.103	0.036	0.080	0.060	0.425	0.322	0.000	0.000	0.032	0.121	0.044	0.000	0.062	0.094	0.239	0.394	0.000	0.144	0.000	0.038	0.126	0.125	0.048	0.167	0.000	0.000	0.430	0.000	0.000	0.000	0.059	0.074	0.000	0.000	0.000	0.000	0.205	0.000	0.033	0.000	0.000	0.000	0.000	0.000	0.328	0.000	0.235	0.235	0.000	0.000	0.000	0.000	0.177	0.335	0.038	0.299	0.000	0.000	0.005	0.299	0.325	0.072	0.000	0.000	0.134	0.000	0.000	0.344
Anticoagulant	0.313	0.028	0.123	0.048	1.000	0.222	0.250	0.147	0.132	0.106	0.000	0.359	0.000	0.167	0.098	1.000	0.138	0.258	0.132	0.000	0.000	0.137	0.000	0.000	0.113	0.000	0.000	0.258	0.243	0.108	0.097	0.000	0.178	0.106	0.055	0.000	0.235	0.186	0.000	0.311	0.000	0.227	0.243	0.014	0.354	0.262	0.000	0.090	0.050	0.173	0.174	0.000	0.000	0.196	0.000	0.000	0.188	0.057	0.191	0.116	0.435	0.403	0.155	0.134	0.034	0.000	0.126	0.000	0.000	0.000	0.084	0.226	0.216	0.000	0.000	0.101	0.153	0.000	0.220	0.000	0.034	0.000	0.000	0.000	0.309	0.055	0.248	0.000	0.000	0.000	0.000	0.000	0.061	0.000	0.143	0.105	0.000	0.000	0.163	0.105	0.093	0.329	0.080	0.000	0.064	0.157	0.000	0.000
Anticoagulants Post Operation	0.068	0.299	0.172	0.304	0.222	1.000	0.198	0.176	0.306	0.138	0.292	0.000	0.076	0.086	0.176	0.229	0.223	0.336	0.182	0.119	0.000	0.190	0.068	0.048	0.261	0.211	0.124	0.257	0.243	0.042	0.110	0.342	0.101	0.080	0.130	0.000	0.235	0.360	0.000	0.100	0.109	0.204	0.305	0.134	0.194	0.190	0.000	0.092	0.099	0.235	0.119	0.000	0.000	0.150	0.099	0.305	0.296	0.206	0.232	0.000	0.248	0.167	0.114	0.139	0.000	0.000	0.374	0.073	0.166	0.020	0.045	0.226	0.186	0.118	0.000	0.061	0.162	0.061	0.152	0.000	0.068	0.240	0.057	0.000	0.399	0.000	0.128	0.151	0.228	0.000	0.156	0.000	0.096	0.117	0.260	0.265	0.215	0.083	0.165	0.265	0.241	0.277	0.184	0.000	0.117	0.162	0.067	0.151
Antidiabetic	0.128	0.037	0.182	0.066	0.250	0.198	1.000	0.389	0.376	0.025	0.286	0.296	0.000	0.135	0.193	0.000	0.000	0.313	0.141	0.031	0.019	0.357	0.104	0.000	0.037	0.266	0.000	0.444	0.871	0.041	0.065	0.000	0.095	0.283	0.000	0.064	0.000	0.101	0.000	0.157	0.101	0.132	0.411	0.048	0.595	0.421	0.000	0.085	0.075	0.094	0.188	0.045	0.000	0.250	0.000	0.436	0.179	0.266	0.125	0.183	0.238	0.272	0.119	0.046	0.000	0.000	0.202	0.111	0.000	0.124	0.135	0.216	0.168	0.076	0.019	0.108	0.060	0.000	0.153	0.000	0.000	0.000	0.000	0.000	0.418	0.000	0.157	0.149	0.000	0.000	0.000	0.000	0.000	0.047	0.000	0.102	0.000	0.067	0.000	0.102	0.131	0.000	0.000	0.000	0.057	0.061	0.000	0.241
Antihypertensive	0.128	0.084	0.162	0.065	0.147	0.176	0.389	1.000	0.341	0.077	0.422	0.000	0.000	0.105	0.251	0.000	0.049	0.331	0.181	0.105	0.000	0.275	0.083	0.063	0.000	0.000	0.339	0.529	0.334	0.187	0.142	0.104	0.074	0.299	0.000	0.032	0.040	0.192	0.033	0.313	0.158	0.133	0.696	0.000	0.000	0.194	0.000	0.074	0.000	0.092	0.115	0.013	0.000	0.111	0.000	0.576	0.152	0.056	0.046	0.148	0.227	0.279	0.000	0.000	0.000	0.000	0.171	0.086	0.000	0.131	0.137	0.180	0.000	0.050	0.000	0.080	0.066	0.000	0.000	0.000	0.000	0.000	0.028	0.000	0.442	0.000	0.146	0.168	0.000	0.000	0.000	0.000	0.061	0.120	0.049	0.006	0.000	0.000	0.000	0.006	0.000	0.116	0.000	0.000	0.076	0.034	0.000	0.173
Antiplatelets	0.133	0.062	0.208	0.044	0.132	0.306	0.376	0.341	1.000	0.000	0.088	0.353	0.000	0.042	0.444	0.214	0.120	0.570	0.185	0.209	0.000	0.465	0.000	0.105	0.071	0.129	0.304	0.558	0.428	0.119	0.331	0.111	0.111	0.327	0.000	0.106	0.067	0.282	0.018	0.223	0.000	0.256	0.508	0.045	0.000	0.175	0.000	0.000	0.037	0.157	0.302	0.000	0.028	0.273	0.069	0.000	0.168	0.229	0.230	0.074	0.336	0.263	0.000	0.000	0.000	0.000	0.293	0.137	0.057	0.095	0.071	0.256	0.139	0.042	0.000	0.000	0.000	0.000	0.067	0.000	0.076	0.000	0.000	0.000	0.550	0.000	0.099	0.104	0.202	0.000	0.112	0.000	0.077	0.117	0.119	0.150	0.265	0.047	0.051	0.150	0.164	0.276	0.192	0.000	0.094	0.091	0.000	0.171
Antipsychotic	0.019	0.074	0.115	0.034	0.106	0.138	0.025	0.077	0.000	1.000	0.000	0.000	0.000	0.129	0.000	0.000	0.000	0.041	0.000	0.000	0.000	0.050	0.000	0.000	0.000	0.000	0.000	0.319	0.023	0.000	0.000	0.000	0.142	0.000	0.030	0.000	0.000	0.017	0.000	0.000	0.000	0.000	0.112	0.000	0.000	0.281	0.000	0.502	0.000	0.000	0.000	0.000	0.043	0.000	0.067	0.402	0.000	0.106	0.258	0.214	0.000	0.000	0.000	0.000	0.000	0.000	0.146	0.000	0.000	0.101	0.000	0.613	0.025	0.129	0.000	0.068	0.059	0.000	0.021	0.000	0.000	0.000	0.000	0.000	0.063	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.123	0.000	0.000	0.031	0.125	0.000	0.000	0.174	0.000	0.000	0.106	0.117	0.000	0.000
BUN before Discharge	0.000	0.640	0.460	0.640	0.000	0.292	0.286	0.422	0.088	0.000	1.000	0.592	0.365	0.000	0.382	-0.314	0.131	0.281	0.516	0.723	1.000	0.000	1.000	1.000	0.000	0.813	0.373	0.471	0.415	0.560	0.196	-0.177	0.000	0.000	0.348	0.061	-0.133	0.352	0.000	-0.491	-0.582	0.248	0.448	0.000	0.042	0.131	0.000	0.254	1.000	0.000	0.182	0.000	0.254	0.000	0.000	-0.273	0.082	-0.337	0.094	-0.119	0.686	0.590	0.000	0.000	1.000	0.000	0.368	0.000	0.000	0.000	0.000	0.254	0.000	0.397	1.000	0.000	0.000	0.000	0.000	0.000	0.000	-0.051	0.394	1.000	0.439	0.000	0.330	0.000	0.631	0.204	0.000	0.000	0.118	0.124	0.417	-0.005	0.000	0.000	0.000	-0.005	0.136	0.000	0.000	1.000	0.000	0.000	0.000	0.300
BUN day 1 post surgery	0.201	0.000	0.398	0.425	0.359	0.000	0.296	0.000	0.353	0.000	0.592	1.000	0.000	0.000	0.421	-0.343	0.100	0.520	0.655	0.363	0.000	0.000	0.000	0.000	0.323	0.507	0.653	0.307	0.450	0.563	0.679	-0.147	0.939	0.000	0.181	0.000	0.069	0.094	1.000	-0.250	-0.097	0.534	0.227	0.255	0.079	0.156	0.000	0.000	0.614	0.000	0.402	0.000	0.000	0.786	0.000	-0.220	-0.243	-0.212	-0.039	-0.345	0.666	0.704	0.402	0.171	0.370	0.000	0.315	0.000	0.000	0.000	1.000	0.235	0.298	0.000	0.000	0.000	0.357	0.000	0.499	0.000	0.939	-0.336	0.000	0.000	0.507	0.000	0.398	0.028	0.000	0.092	0.072	0.177	0.000	0.159	-0.035	0.166	0.248	0.226	0.239	0.166	0.087	0.378	0.483	0.500	0.000	0.208	0.141	0.331
Bacteremia	0.000	0.000	0.106	0.000	0.000	0.076	0.000	0.000	0.000	0.000	0.365	0.000	1.000	0.491	0.000	0.000	0.000	0.000	0.106	0.000	0.244	0.000	0.167	0.000	0.272	0.180	0.000	0.000	0.030	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.395	0.000	0.000	0.284	0.000	0.050	0.036	0.311	0.000	0.000	0.000	0.000	0.000	0.000	0.110	0.000	0.000	0.000	0.000	0.000	0.000	0.502	0.165	0.147	0.313	0.073	0.000	0.000	0.000	0.152	0.000	1.000	0.000	0.000	0.000	0.473	0.997	0.244	0.493	0.000	0.000	0.274	0.000	0.000	1.000	0.144	0.000	0.091	0.000	0.000	0.062	0.000	0.110	0.058	0.000	0.152	0.000	0.728	0.117	0.023	0.020	0.000	0.117	0.272	0.539	0.049	0.000	0.000	0.000	0.000	0.000
BacteriaTypeRelatedToSurgery	0.113	0.000	0.000	0.000	0.167	0.086	0.135	0.105	0.042	0.129	0.000	0.000	0.491	1.000	0.050	0.000	0.000	0.069	0.000	0.171	0.997	0.087	0.702	0.000	0.306	0.000	0.000	0.039	0.118	0.000	0.196	0.000	0.000	0.000	0.040	0.107	0.000	0.227	0.000	0.000	0.000	0.149	0.060	0.260	0.302	0.179	0.702	0.117	0.000	0.000	0.000	0.997	0.000	0.000	0.000	0.235	0.168	0.161	0.294	0.000	0.200	0.000	0.366	0.098	0.000	0.997	0.000	0.223	1.000	0.035	0.000	0.000	0.476	0.494	0.997	0.999	0.067	0.703	0.322	0.997	0.000	1.000	0.000	0.000	0.203	0.018	0.000	0.000	0.223	0.491	0.000	0.017	0.068	0.000	0.385	0.000	0.260	0.019	0.000	0.000	0.113	0.287	0.000	0.000	0.000	0.490	0.301	0.000
Betablocker	0.247	0.000	0.245	0.000	0.098	0.176	0.193	0.251	0.444	0.000	0.382	0.421	0.000	0.050	1.000	0.000	0.049	0.490	0.245	0.154	0.000	0.306	0.000	0.063	0.039	0.248	0.311	0.529	0.221	0.159	0.299	0.000	0.074	0.212	0.000	0.077	0.057	0.160	0.033	0.265	0.000	0.255	0.550	0.000	0.000	0.000	0.000	0.000	0.000	0.119	0.207	0.000	0.000	0.076	0.021	0.285	0.124	0.231	0.117	0.039	0.303	0.342	0.000	0.000	0.000	0.000	0.254	0.131	0.000	0.119	0.082	0.137	0.000	0.050	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.093	0.134	0.000	0.486	0.000	0.193	0.185	0.079	0.000	0.000	0.114	0.077	0.178	0.074	0.148	0.128	0.051	0.055	0.148	0.206	0.193	0.066	0.000	0.042	0.034	0.000	0.179
Blood Loss during surgery	0.604	1.000	0.000	0.337	1.000	0.229	0.000	0.000	0.214	0.000	-0.314	-0.343	0.000	0.000	0.000	1.000	0.546	0.000	0.000	1.000	0.000	0.000	0.000	0.599	0.141	-0.577	-0.536	0.000	0.000	0.000	0.000	0.036	1.000	0.919	0.232	0.622	0.091	0.000	1.000	-0.179	-0.108	1.000	0.000	0.000	-0.187	-0.148	1.000	0.000	0.000	0.501	1.000	0.000	0.000	0.000	0.000	-0.185	-0.205	-0.216	-0.026	0.138	-0.080	-0.140	0.000	0.418	1.000	1.000	0.000	0.402	0.422	0.377	1.000	0.000	0.000	0.000	0.000	0.000	0.369	1.000	0.000	1.000	1.000	0.080	1.000	0.000	0.065	0.319	0.233	0.127	0.000	1.000	1.000	0.000	0.367	-0.375	0.209	-0.061	0.000	0.225	0.000	-0.061	0.262	0.000	0.000	1.000	0.310	0.000	0.000	-0.029
Blood Transfusion During Surgery	0.000	0.122	0.032	0.132	0.138	0.223	0.000	0.049	0.120	0.000	0.131	0.100	0.000	0.000	0.049	0.546	1.000	0.000	0.000	0.000	0.000	0.037	0.000	0.195	0.000	0.000	0.000	0.088	0.000	0.000	0.000	0.338	0.200	0.064	0.091	0.000	0.196	0.123	0.000	0.235	0.062	0.069	0.079	0.000	0.000	0.000	0.000	0.000	0.067	0.997	0.000	0.000	0.000	0.000	0.050	0.206	0.000	0.176	0.000	0.065	0.000	0.000	0.000	0.096	0.000	0.000	0.185	0.114	0.000	0.307	0.000	0.000	0.140	0.000	0.000	0.000	0.172	0.000	0.082	0.000	0.047	0.383	0.000	0.000	0.116	0.000	0.019	0.000	0.000	0.000	0.000	0.065	0.098	0.000	0.241	0.087	0.000	0.046	0.000	0.087	0.088	0.184	0.000	0.000	0.046	0.000	0.000	0.163
CAD History	0.141	0.104	0.245	0.077	0.258	0.336	0.313	0.331	0.570	0.041	0.281	0.520	0.000	0.069	0.490	0.000	0.000	1.000	0.268	0.190	0.000	0.487	0.000	0.132	0.101	0.313	0.300	0.467	0.373	0.163	0.175	0.034	0.089	0.300	0.000	0.094	0.000	0.252	0.102	0.291	0.163	0.186	0.510	0.081	0.079	0.102	0.000	0.092	0.067	0.045	0.348	0.000	0.000	0.198	0.000	0.352	0.153	0.199	0.204	0.113	0.386	0.385	0.000	0.000	0.000	0.000	0.331	0.097	0.052	0.025	0.176	0.304	0.187	0.069	0.000	0.000	0.000	0.000	0.091	0.000	0.000	0.000	0.069	0.000	0.473	0.000	0.206	0.141	0.152	0.000	0.105	0.045	0.095	0.090	0.042	0.154	0.203	0.076	0.069	0.154	0.069	0.269	0.202	0.007	0.100	0.118	0.000	0.173
CKD	0.057	0.037	0.338	0.000	0.132	0.182	0.141	0.181	0.185	0.000	0.516	0.655	0.106	0.000	0.245	0.000	0.000	0.268	1.000	0.213	0.000	0.053	0.021	0.000	0.124	0.702	0.750	0.219	0.273	0.739	0.290	0.000	0.160	0.082	0.000	0.000	0.180	0.298	0.000	0.495	0.416	0.287	0.306	0.076	0.249	0.161	0.000	0.000	0.033	0.000	0.157	0.000	0.000	0.118	0.138	0.219	0.104	0.430	0.247	0.114	0.738	0.858	0.060	0.000	0.000	0.000	0.537	0.000	0.000	0.086	0.000	0.000	0.254	0.227	0.000	0.000	0.000	0.000	0.097	0.000	0.021	0.000	0.218	0.000	0.180	0.016	0.084	0.089	0.141	0.000	0.057	0.009	0.022	0.000	0.375	0.131	0.180	0.040	0.145	0.131	0.391	0.358	0.139	0.091	0.000	0.220	0.027	0.118
COPD	0.000	0.017	0.257	0.000	0.000	0.119	0.031	0.105	0.209	0.000	0.723	0.363	0.000	0.171	0.154	1.000	0.000	0.190	0.213	1.000	0.000	0.000	0.000	0.000	0.000	0.385	0.349	0.180	0.126	0.210	0.149	0.070	0.000	0.079	0.000	0.039	0.000	0.212	0.000	0.554	0.188	0.263	0.173	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.186	0.000	0.000	0.000	0.000	0.000	0.000	0.290	0.097	0.078	0.425	0.361	0.000	0.033	0.000	0.000	0.258	0.094	0.000	0.259	0.000	0.000	0.113	0.171	0.000	0.105	0.000	0.000	0.000	0.000	0.000	0.000	0.096	0.000	0.245	0.000	0.167	0.072	0.000	0.000	0.000	0.064	0.000	0.143	0.260	0.080	0.020	0.025	0.167	0.080	0.226	0.173	0.000	0.100	0.079	0.161	0.000	0.000
Cardiac Complication	0.000	0.000	0.000	0.000	0.000	0.000	0.019	0.000	0.000	0.000	1.000	0.000	0.244	0.997	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.349	0.000	0.059	1.000	0.000	0.000	0.000	0.000	0.000	0.188	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.026	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.244	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.180	0.000	0.000	0.000	0.000	0.065	1.000	0.166	0.000	0.000	0.000	0.997	0.498	0.998	0.000	0.000	0.572	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.064	0.000	0.358	0.009	0.000	0.000	0.000	0.009	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
Cholesterol Lowering Drug	0.000	0.000	0.164	0.024	0.137	0.190	0.357	0.275	0.465	0.050	0.000	0.000	0.000	0.087	0.306	0.000	0.037	0.487	0.053	0.000	0.000	1.000	0.000	0.096	0.087	0.000	0.000	0.413	0.377	0.000	0.044	0.000	0.000	0.478	0.000	0.098	0.000	0.205	0.025	0.155	0.000	0.000	0.424	0.105	0.147	0.417	0.000	0.057	0.000	0.113	0.123	0.000	0.000	0.033	0.000	0.000	0.000	0.000	0.235	0.088	0.141	0.050	0.000	0.008	0.000	0.000	0.178	0.182	0.186	0.165	0.109	0.261	0.224	0.087	0.000	0.014	0.069	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.364	0.066	0.087	0.140	0.155	0.000	0.144	0.068	0.120	0.102	0.000	0.176	0.202	0.083	0.000	0.176	0.130	0.298	0.191	0.000	0.119	0.072	0.000	0.111
Collection	0.000	0.000	0.000	0.000	0.000	0.068	0.104	0.083	0.000	0.000	1.000	0.000	0.167	0.702	0.000	0.000	0.000	0.000	0.021	0.000	0.349	0.000	1.000	0.000	0.158	1.000	0.000	0.000	0.092	0.000	0.000	0.239	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.047	0.078	1.000	0.377	0.000	0.000	0.000	0.000	0.000	0.167	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.116	0.120	0.000	0.000	0.000	0.000	0.019	1.000	0.090	0.000	0.000	0.689	0.702	0.349	0.703	0.000	0.000	0.399	0.000	0.000	0.000	0.000	0.000	0.075	0.000	0.000	0.000	0.039	0.000	0.090	0.000	0.000	0.000	0.236	0.000	0.061	0.000	0.000	0.000	0.000	0.677	0.082	0.000	0.000	0.699	0.095	0.000
Complication During Surgery	0.121	0.000	0.000	0.000	0.000	0.048	0.000	0.063	0.105	0.000	1.000	0.000	0.000	0.000	0.063	0.599	0.195	0.132	0.000	0.000	0.000	0.096	0.000	1.000	0.140	1.000	0.000	0.029	0.000	0.000	0.000	0.488	0.000	0.113	0.000	0.000	0.004	0.168	0.000	1.000	0.000	0.000	0.025	0.000	1.000	0.000	0.000	0.124	0.000	0.149	0.000	0.000	0.000	0.000	0.056	1.000	0.151	0.000	0.000	0.108	0.000	0.000	0.000	0.058	0.000	0.000	0.212	0.152	0.000	0.064	0.000	0.109	0.000	0.000	0.000	0.000	0.023	0.000	0.000	0.000	0.000	0.610	0.000	0.000	0.059	0.029	0.000	0.000	0.000	0.000	0.000	0.000	0.085	0.000	0.216	0.008	0.000	0.000	0.000	0.008	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
Complication Post Surgery	0.150	0.102	0.000	0.100	0.113	0.261	0.037	0.000	0.071	0.000	0.000	0.323	0.272	0.306	0.039	0.141	0.000	0.101	0.124	0.000	0.059	0.087	0.158	0.140	1.000	0.099	0.000	0.034	0.088	0.000	0.146	0.160	0.216	0.023	0.043	0.000	0.092	0.459	0.000	0.000	0.000	0.207	0.108	0.553	0.275	0.000	0.158	0.000	0.159	0.000	0.000	0.272	0.000	0.163	0.000	0.000	0.000	0.109	0.336	0.100	0.248	0.180	0.388	0.116	0.158	0.059	0.152	0.087	0.000	0.000	0.000	0.000	0.557	0.306	0.059	0.309	0.131	0.216	0.416	0.059	0.158	0.200	0.000	0.073	0.285	0.092	0.037	0.000	0.769	0.272	0.498	0.049	0.000	0.000	0.330	0.104	0.645	0.050	0.449	0.104	0.256	0.799	0.608	0.073	0.000	0.495	0.477	0.000
Creatinine before Discharge	0.000	0.383	0.393	0.497	0.000	0.211	0.266	0.000	0.129	0.000	0.813	0.507	0.180	0.000	0.248	-0.577	0.000	0.313	0.702	0.385	1.000	0.000	1.000	1.000	0.099	1.000	0.451	0.000	0.380	0.508	0.297	-0.289	0.000	0.000	0.000	0.000	0.004	0.223	0.000	-0.144	-0.177	0.297	0.377	0.116	0.114	0.021	0.000	0.000	1.000	0.000	0.397	0.000	0.000	0.143	0.000	-0.306	0.163	-0.155	0.148	-0.016	0.538	0.585	0.000	0.213	0.000	0.000	0.148	0.135	0.000	0.000	0.000	0.000	0.000	0.230	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.400	0.532	1.000	0.350	0.205	0.516	0.022	0.124	0.153	0.000	0.000	0.000	0.139	0.263	-0.060	0.441	0.000	0.000	-0.060	0.169	0.000	0.000	1.000	0.000	0.000	0.000	0.547
Creatinine_D1	0.000	0.000	0.472	0.533	0.000	0.124	0.000	0.339	0.304	0.000	0.373	0.653	0.000	0.000	0.311	-0.536	0.000	0.300	0.750	0.349	0.000	0.000	0.000	0.000	0.000	0.451	1.000	0.283	0.329	0.767	0.585	-0.138	0.492	0.000	0.205	0.000	-0.042	0.000	1.000	-0.224	-0.035	0.525	0.348	0.000	0.370	-0.065	0.000	0.000	0.262	0.000	0.407	0.000	0.343	0.341	0.000	-0.097	-0.280	-0.089	-0.136	-0.328	0.585	0.800	0.000	0.035	0.000	0.000	0.189	0.000	0.000	0.344	1.000	0.000	0.000	0.000	0.000	0.000	0.031	0.000	0.040	0.000	0.492	-0.100	0.000	0.000	0.296	0.166	0.248	0.000	0.000	0.000	0.000	0.000	0.000	-0.085	-0.133	-0.064	0.300	0.000	0.000	-0.064	0.013	0.000	0.000	0.457	0.000	0.000	0.000	0.158
Current Medication	0.183	0.117	0.201	0.062	0.258	0.257	0.444	0.529	0.558	0.319	0.471	0.307	0.000	0.039	0.529	0.000	0.088	0.467	0.219	0.180	0.000	0.413	0.000	0.029	0.034	0.000	0.283	1.000	0.468	0.146	0.223	0.113	0.036	0.355	0.000	0.145	0.166	0.264	0.021	0.000	0.000	0.169	0.680	0.021	0.126	0.083	0.000	0.200	0.029	0.089	0.151	0.000	0.150	0.161	0.110	0.249	0.190	0.175	0.187	0.143	0.333	0.232	0.026	0.027	0.000	0.000	0.255	0.290	0.145	0.266	0.089	0.229	0.053	0.039	0.000	0.058	0.000	0.000	0.069	0.000	0.000	0.000	0.039	0.000	0.629	0.000	0.277	0.282	0.095	0.000	0.000	0.107	0.056	0.276	0.118	0.128	0.140	0.052	0.084	0.128	0.114	0.140	0.095	0.000	0.154	0.079	0.000	0.317
DiabetesMellitus	0.085	0.085	0.196	0.046	0.243	0.243	0.871	0.334	0.428	0.023	0.415	0.450	0.030	0.118	0.221	0.000	0.000	0.373	0.273	0.126	0.000	0.377	0.092	0.000	0.088	0.380	0.329	0.468	1.000	0.057	0.106	0.000	0.083	0.298	0.000	0.082	0.032	0.192	0.000	0.346	0.146	0.208	0.462	0.110	0.431	0.349	0.000	0.055	0.000	0.076	0.263	0.030	0.000	0.260	0.000	0.191	0.097	0.294	0.305	0.174	0.334	0.403	0.102	0.000	0.000	0.000	0.304	0.109	0.000	0.135	0.000	0.187	0.202	0.118	0.000	0.093	0.000	0.000	0.133	0.000	0.000	0.000	0.030	0.000	0.460	0.000	0.165	0.148	0.050	0.000	0.000	0.000	0.000	0.084	0.029	0.111	0.098	0.083	0.063	0.111	0.152	0.175	0.084	0.000	0.060	0.110	0.000	0.228
Dialysis	0.038	0.000	0.315	0.000	0.108	0.042	0.041	0.187	0.119	0.000	0.560	0.563	0.000	0.000	0.159	0.000	0.000	0.163	0.739	0.210	0.000	0.000	0.000	0.000	0.000	0.508	0.767	0.146	0.057	1.000	0.243	0.000	0.000	0.000	0.000	0.000	0.315	0.290	0.000	0.634	0.357	0.086	0.202	0.000	0.227	0.000	0.000	0.000	0.000	0.000	0.076	0.000	0.000	0.000	0.091	0.000	0.198	0.303	0.000	0.167	0.638	0.870	0.000	0.000	0.000	0.000	0.504	0.000	0.000	0.164	0.000	0.000	0.000	0.208	0.000	0.000	0.000	0.000	0.095	0.000	0.000	0.000	0.135	0.000	0.085	0.024	0.070	0.117	0.000	0.000	0.000	0.021	0.000	0.000	0.356	0.185	0.000	0.080	0.000	0.185	0.288	0.000	0.000	0.000	0.000	0.000	0.000	0.146
Diuratic	0.304	0.000	0.131	0.000	0.097	0.110	0.065	0.142	0.331	0.000	0.196	0.679	0.000	0.196	0.299	0.000	0.000	0.175	0.290	0.149	0.000	0.044	0.000	0.000	0.146	0.297	0.585	0.223	0.106	0.243	1.000	0.000	0.297	0.000	0.000	0.000	0.313	0.174	0.000	0.112	0.214	0.654	0.246	0.000	0.362	0.109	0.000	0.000	0.071	0.121	0.338	0.000	0.000	0.297	0.026	0.000	0.153	0.364	0.000	0.187	0.468	0.478	0.183	0.000	0.000	0.000	0.191	0.017	0.000	0.000	0.000	0.124	0.148	0.000	0.000	0.124	0.000	0.000	0.258	0.000	0.220	0.300	0.000	0.000	0.391	0.019	0.000	0.000	0.150	0.000	0.000	0.000	0.070	0.000	0.153	0.053	0.189	0.064	0.192	0.053	0.276	0.372	0.146	0.096	0.000	0.187	0.000	0.000
Duration Of Surgery	0.000	0.365	0.000	0.355	0.000	0.342	0.000	0.104	0.111	0.000	-0.177	-0.147	0.000	0.000	0.000	0.036	0.338	0.034	0.000	0.070	0.188	0.000	0.239	0.488	0.160	-0.289	-0.138	0.113	0.000	0.000	0.000	1.000	0.000	0.027	0.000	0.000	0.321	0.186	0.000	0.210	0.230	0.000	0.013	0.113	0.050	0.164	0.180	0.050	0.000	0.289	0.000	0.000	0.000	0.000	0.172	-0.039	-0.224	0.052	0.039	-0.137	-0.036	-0.057	0.000	0.178	0.000	0.000	0.172	0.000	0.221	0.053	0.000	0.000	0.187	0.000	0.188	0.052	0.183	0.185	0.000	0.000	0.000	0.433	0.000	0.120	0.186	0.094	0.163	0.085	0.198	0.000	0.149	0.000	0.170	0.150	0.530	0.012	0.090	0.039	0.254	0.012	0.024	0.158	0.133	0.000	0.082	0.135	0.197	0.178
Duration in intensive care unit (days)	0.000	0.000	0.000	0.000	0.178	0.101	0.095	0.074	0.111	0.142	0.000	0.939	0.000	0.000	0.074	1.000	0.200	0.089	0.160	0.000	0.000	0.000	0.000	0.000	0.216	0.000	0.492	0.036	0.083	0.000	0.297	0.000	1.000	0.120	0.110	0.000	1.000	0.152	0.000	0.000	0.065	0.290	0.077	0.000	0.000	0.000	0.000	0.000	0.348	0.251	0.000	0.000	0.000	0.209	0.000	0.000	0.000	0.236	0.000	0.000	1.000	0.477	0.529	0.112	0.000	0.000	0.000	0.157	1.000	0.100	0.000	0.000	0.000	0.000	0.000	0.000	0.171	0.000	0.573	0.000	0.999	1.000	0.000	0.000	0.299	0.013	0.000	0.095	0.223	0.000	0.000	0.036	0.000	0.000	0.076	0.000	0.260	0.013	0.000	0.000	0.067	0.679	0.302	0.000	0.000	0.000	0.000	0.130
Dyslipidemia	0.000	0.000	0.211	0.000	0.106	0.080	0.283	0.299	0.327	0.000	0.000	0.000	0.000	0.000	0.212	0.919	0.064	0.300	0.082	0.079	0.000	0.478	0.000	0.113	0.023	0.000	0.000	0.355	0.298	0.000	0.000	0.027	0.120	1.000	0.000	0.083	0.091	0.140	0.049	0.000	0.216	0.000	0.305	0.000	0.000	0.000	0.000	0.000	0.000	0.082	0.033	0.000	0.000	0.000	0.000	0.404	0.155	0.000	0.081	0.183	0.085	0.225	0.000	0.000	0.000	0.000	0.000	0.164	0.000	0.147	0.170	0.150	0.116	0.105	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.407	0.000	0.000	0.351	0.000	0.132	0.093	0.125	0.000	0.089	0.030	0.116	0.061	0.000	0.098	0.167	0.040	0.000	0.098	0.099	0.294	0.146	0.000	0.058	0.092	0.000	0.094
ER Admission Before Surgery	0.040	0.159	0.058	0.155	0.055	0.130	0.000	0.000	0.000	0.030	0.348	0.181	0.000	0.040	0.000	0.232	0.091	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.043	0.000	0.205	0.000	0.000	0.000	0.000	0.000	0.110	0.000	1.000	0.511	0.069	0.261	0.000	0.052	0.000	0.147	0.000	0.000	0.000	0.000	0.000	0.000	0.108	0.120	0.050	0.000	0.000	0.000	0.110	0.000	0.000	0.185	0.271	0.000	0.029	0.000	0.124	0.568	0.075	0.000	0.201	0.000	0.000	0.148	0.055	0.075	0.104	0.040	0.000	0.059	0.643	0.067	0.164	0.000	0.075	0.000	0.092	0.000	0.072	0.000	0.070	0.029	0.000	0.085	0.000	0.000	0.099	0.000	0.213	0.142	0.000	0.000	0.042	0.142	0.302	0.092	0.000	0.000	0.080	0.088	0.032	0.085
Emergency Status of surgery	0.000	0.113	0.000	0.101	0.000	0.000	0.064	0.032	0.106	0.000	0.061	0.000	0.000	0.107	0.077	0.622	0.000	0.094	0.000	0.039	0.000	0.098	0.000	0.000	0.000	0.000	0.000	0.145	0.082	0.000	0.000	0.000	0.000	0.083	0.511	1.000	0.000	0.145	0.000	0.142	0.000	0.000	0.130	0.000	0.000	0.000	0.000	0.044	0.000	0.135	0.000	0.000	0.000	0.000	0.076	0.185	0.192	0.000	0.088	0.000	0.000	0.000	0.000	0.319	0.000	0.042	0.078	0.055	0.000	0.000	0.000	0.000	0.119	0.000	0.000	0.116	0.369	0.122	0.118	0.042	0.000	0.000	0.088	0.000	0.165	0.000	0.000	0.000	0.000	0.073	0.000	0.090	0.055	0.031	0.071	0.113	0.000	0.000	0.118	0.113	0.083	0.000	0.000	0.000	0.000	0.214	0.061	0.070
Extubation Post OR	0.000	0.248	0.000	0.256	0.235	0.235	0.000	0.040	0.067	0.000	-0.133	0.069	0.000	0.000	0.057	0.091	0.196	0.000	0.180	0.000	0.000	0.000	0.000	0.004	0.092	0.004	-0.042	0.166	0.032	0.315	0.313	0.321	1.000	0.091	0.069	0.000	1.000	0.000	0.169	0.116	0.151	0.000	0.076	0.038	0.382	0.237	0.139	0.000	0.000	0.121	0.125	0.000	0.000	0.000	0.127	-0.181	-0.021	0.017	0.153	-0.074	0.121	0.078	0.000	0.000	1.000	1.000	0.195	0.000	0.000	0.000	0.179	0.000	0.066	0.000	0.000	0.000	0.000	0.139	0.000	1.000	1.000	-0.203	1.000	0.000	0.222	0.054	0.050	0.113	0.141	1.000	0.000	0.000	0.000	0.047	0.347	-0.021	0.189	0.103	0.000	-0.021	0.029	0.000	0.000	1.000	0.000	0.000	0.000	0.034
Floor	0.200	0.375	0.143	0.286	0.186	0.360	0.101	0.192	0.282	0.017	0.352	0.094	0.395	0.227	0.160	0.000	0.123	0.252	0.298	0.212	0.000	0.205	0.000	0.168	0.459	0.223	0.000	0.264	0.192	0.290	0.174	0.186	0.152	0.140	0.261	0.145	0.000	1.000	0.000	0.276	0.175	0.224	0.256	0.423	0.261	0.067	0.512	0.000	0.000	0.165	0.089	0.214	0.000	0.280	0.144	0.220	0.061	0.184	0.322	0.148	0.233	0.274	0.285	0.220	0.298	0.347	0.243	0.211	0.000	0.129	0.000	0.017	0.326	0.402	0.000	0.226	0.171	0.348	0.171	0.347	0.146	0.000	0.153	0.000	0.328	0.054	0.253	0.385	0.445	0.470	0.344	0.625	0.119	0.303	0.373	0.130	0.464	0.078	0.186	0.130	0.225	0.355	0.297	0.000	0.261	0.195	0.223	0.281
Gastrointestinal Disease	0.000	0.043	0.164	0.027	0.000	0.000	0.000	0.033	0.018	0.000	0.000	1.000	0.000	0.000	0.033	1.000	0.000	0.102	0.000	0.000	0.000	0.025	0.000	0.000	0.000	0.000	1.000	0.021	0.000	0.000	0.000	0.000	0.000	0.049	0.000	0.000	0.169	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.056	0.000	0.052	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.082	0.000	0.119	0.144	0.996	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.062	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.127	0.000	0.000	0.000	0.127	0.097	0.000	0.000	0.000	0.000	0.000	0.000	0.000
HB before discharge	0.000	0.356	0.000	0.173	0.311	0.100	0.157	0.313	0.223	0.000	-0.491	-0.250	0.000	0.000	0.265	-0.179	0.235	0.291	0.495	0.554	1.000	0.155	1.000	1.000	0.000	-0.144	-0.224	0.000	0.346	0.634	0.112	0.210	0.000	0.000	0.052	0.142	0.116	0.276	0.000	1.000	0.849	0.537	0.234	0.081	0.020	0.022	0.383	0.000	0.000	0.000	0.377	0.000	0.000	0.000	0.000	-0.027	-0.183	0.744	0.191	-0.157	-0.473	-0.304	0.000	0.000	0.000	0.000	0.171	0.000	0.000	0.000	0.000	0.000	0.097	0.000	1.000	0.000	0.000	0.400	0.000	0.000	0.000	0.376	0.000	1.000	-0.068	0.000	0.294	0.200	0.122	0.132	0.344	0.339	0.174	0.281	-0.322	0.283	0.000	0.090	0.100	0.283	-0.145	0.110	0.000	1.000	0.111	0.000	0.000	0.390
HB day 1 post surgery	0.000	0.130	0.000	0.103	0.000	0.109	0.101	0.158	0.000	0.000	-0.582	-0.097	0.284	0.000	0.000	-0.108	0.062	0.163	0.416	0.188	0.026	0.000	0.000	0.000	0.000	-0.177	-0.035	0.000	0.146	0.357	0.214	0.230	0.065	0.216	0.000	0.000	0.151	0.175	0.000	0.849	1.000	0.208	0.065	0.137	0.019	0.159	0.000	0.000	0.196	0.116	0.000	0.000	0.000	0.182	0.000	-0.061	-0.006	0.788	0.254	-0.098	-0.214	-0.106	0.000	0.165	0.100	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.190	0.143	0.026	0.000	0.033	0.000	0.057	0.000	0.000	0.143	0.000	0.000	-0.002	0.000	0.270	0.244	0.000	0.190	0.000	0.468	0.000	0.265	-0.131	0.001	0.000	0.207	0.233	0.001	-0.226	0.107	0.272	0.601	0.086	0.000	0.273	0.355
HF	0.824	0.027	0.000	0.036	0.227	0.204	0.132	0.133	0.256	0.000	0.248	0.534	0.000	0.149	0.255	1.000	0.069	0.186	0.287	0.263	0.000	0.000	0.000	0.000	0.207	0.297	0.525	0.169	0.208	0.086	0.654	0.000	0.290	0.000	0.147	0.000	0.000	0.224	0.000	0.537	0.208	1.000	0.186	0.000	0.273	0.000	0.000	0.124	0.064	0.000	0.828	0.118	0.000	0.817	0.000	0.000	0.000	0.261	0.176	0.000	0.393	0.263	0.322	0.113	0.000	0.000	0.000	0.102	0.000	0.000	0.000	0.120	0.070	0.000	0.000	0.093	0.069	0.000	0.207	0.000	0.416	0.000	0.000	0.000	0.213	0.000	0.000	0.000	0.237	0.000	0.000	0.029	0.000	0.000	0.094	0.044	0.283	0.000	0.143	0.044	0.158	0.340	0.203	0.366	0.013	0.136	0.014	0.000
Hypertension	0.150	0.090	0.238	0.080	0.243	0.305	0.411	0.696	0.508	0.112	0.448	0.227	0.050	0.060	0.550	0.000	0.079	0.510	0.306	0.173	0.000	0.424	0.047	0.025	0.108	0.377	0.348	0.680	0.462	0.202	0.246	0.013	0.077	0.305	0.000	0.130	0.076	0.256	0.000	0.234	0.065	0.186	1.000	0.063	0.000	0.236	0.000	0.043	0.000	0.079	0.226	0.000	0.000	0.145	0.000	0.189	0.000	0.145	0.223	0.095	0.406	0.356	0.082	0.000	0.047	0.000	0.336	0.098	0.000	0.132	0.087	0.228	0.117	0.088	0.000	0.027	0.000	0.000	0.118	0.000	0.047	0.000	0.076	0.000	0.652	0.000	0.272	0.274	0.133	0.050	0.058	0.053	0.101	0.209	0.127	0.199	0.160	0.059	0.079	0.199	0.185	0.192	0.178	0.000	0.127	0.091	0.000	0.245
Infection of the surgical site	0.000	0.050	0.000	0.060	0.014	0.134	0.048	0.000	0.045	0.000	0.000	0.255	0.036	0.260	0.000	0.000	0.000	0.081	0.076	0.000	0.000	0.105	0.078	0.000	0.553	0.116	0.000	0.021	0.110	0.000	0.000	0.113	0.000	0.000	0.000	0.000	0.038	0.423	0.000	0.081	0.137	0.000	0.063	1.000	0.000	0.248	0.078	0.044	0.000	0.000	0.000	0.036	0.000	0.235	0.000	0.000	0.000	0.137	0.462	0.065	0.209	0.226	0.135	0.000	0.078	0.126	0.171	0.000	0.000	0.000	0.000	0.154	0.988	0.260	0.000	0.264	0.000	0.267	0.304	0.126	0.000	0.000	0.032	0.000	0.228	0.089	0.183	0.000	0.485	0.193	0.158	0.063	0.138	0.000	0.370	0.216	0.562	0.084	0.257	0.216	0.242	0.840	0.399	0.174	0.000	0.464	0.197	0.000
Na before Discharge	0.375	0.744	0.000	0.425	0.354	0.194	0.595	0.000	0.000	0.000	0.042	0.079	0.311	0.302	0.000	-0.187	0.000	0.079	0.249	0.000	1.000	0.147	1.000	1.000	0.275	0.114	0.370	0.126	0.431	0.227	0.362	0.050	0.000	0.000	0.000	0.000	0.382	0.261	0.000	0.020	0.019	0.273	0.000	0.000	1.000	0.177	0.273	0.000	1.000	0.000	0.000	0.273	0.157	0.000	0.235	-0.059	-0.207	0.174	0.294	-0.217	0.091	0.246	0.354	0.000	0.000	0.444	0.182	0.000	0.581	0.000	0.000	0.000	0.000	0.000	1.000	0.302	0.000	0.302	0.282	0.444	0.000	0.307	0.000	1.000	0.114	0.000	0.283	0.229	0.196	0.099	0.000	0.143	0.231	0.040	-0.030	-0.170	0.000	0.164	0.434	-0.170	0.153	0.361	0.464	1.000	0.000	0.500	0.425	0.179
Na day 1 post surgery	0.000	0.384	0.323	0.322	0.262	0.190	0.421	0.194	0.175	0.281	0.131	0.156	0.000	0.179	0.000	-0.148	0.000	0.102	0.161	0.000	0.000	0.417	0.377	0.000	0.000	0.021	-0.065	0.083	0.349	0.000	0.109	0.164	0.000	0.000	0.000	0.000	0.237	0.067	1.000	0.022	0.159	0.000	0.236	0.248	0.177	1.000	0.392	0.000	0.000	0.220	0.000	0.216	0.000	0.000	0.000	-0.258	-0.143	0.138	0.414	-0.117	0.093	0.016	0.000	0.000	0.259	0.626	0.000	0.076	0.000	0.415	1.000	0.039	0.348	0.000	0.000	0.282	0.000	0.405	0.000	0.626	0.000	-0.118	0.117	0.000	-0.013	0.000	0.155	0.045	0.181	0.312	0.311	0.000	0.145	0.034	0.267	0.269	0.000	0.000	0.312	0.269	0.148	0.440	0.572	0.000	0.024	0.512	0.444	0.058
Neurological complication	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.702	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.158	0.000	0.000	0.000	0.000	0.000	0.000	0.180	0.000	0.000	0.000	0.000	0.139	0.512	0.000	0.383	0.000	0.000	0.000	0.078	0.273	0.392	1.000	0.000	0.000	0.000	0.000	0.167	0.000	0.000	0.000	0.211	0.104	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.349	0.127	0.000	1.000	0.000	0.000	0.000	0.689	0.000	0.000	0.703	0.050	0.999	0.000	0.349	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.096	0.167	0.149	0.000	0.099	0.000	0.485	0.000	0.000	0.104	0.489	0.000	0.000	0.677	0.000	0.000	0.000	0.699	0.095	0.000
Neurological/ Psychological disease	0.124	0.060	0.111	0.000	0.090	0.092	0.085	0.074	0.000	0.502	0.254	0.000	0.000	0.117	0.000	0.000	0.000	0.092	0.000	0.000	0.000	0.057	0.000	0.124	0.000	0.000	0.000	0.200	0.055	0.000	0.000	0.050	0.000	0.000	0.000	0.044	0.000	0.000	0.000	0.000	0.000	0.124	0.043	0.044	0.000	0.000	0.000	1.000	0.000	0.000	0.132	0.000	0.026	0.130	0.031	0.268	0.000	0.114	0.175	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.055	0.000	0.000	0.000	0.038	0.990	0.199	0.117	0.000	0.057	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.039	0.000	0.047	0.000	0.000	0.000	0.047	0.000	0.000	0.109	0.000	0.000	0.000	0.000	0.000	0.076	0.000	0.000	0.000	0.000	0.000	0.000	0.000
Number of ransfused packet cells	0.023	0.021	0.000	0.032	0.050	0.099	0.075	0.000	0.037	0.000	1.000	0.614	0.000	0.000	0.000	0.000	0.067	0.067	0.033	0.000	0.000	0.000	0.000	0.000	0.159	1.000	0.262	0.029	0.000	0.000	0.071	0.000	0.348	0.000	0.108	0.000	0.000	0.000	0.000	0.000	0.196	0.064	0.000	0.000	1.000	0.000	0.000	0.000	1.000	0.047	0.000	0.000	0.000	0.072	0.000	0.234	0.000	0.155	0.000	0.000	0.054	0.242	0.170	0.038	0.000	0.000	0.079	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.096	0.000	0.186	0.000	0.345	1.000	0.000	0.000	0.072	0.067	0.333	0.000	0.000	0.000	0.000	0.095	0.000	0.000	0.000	0.043	0.000	0.000	0.396	0.043	0.063	0.000	0.000	0.000	0.000	0.337	0.308	0.119
Number of transfused PC during surgery	0.000	0.109	0.000	0.121	0.173	0.235	0.094	0.092	0.157	0.000	0.000	0.000	0.000	0.000	0.119	0.501	0.997	0.045	0.000	0.000	0.000	0.113	0.000	0.149	0.000	0.000	0.000	0.089	0.076	0.000	0.121	0.289	0.251	0.082	0.120	0.135	0.121	0.165	0.000	0.000	0.116	0.000	0.079	0.000	0.000	0.220	0.000	0.000	0.047	1.000	0.000	0.000	0.000	0.000	0.050	0.385	0.000	0.064	0.000	0.000	0.000	0.000	0.099	0.105	0.000	0.000	0.079	0.229	0.000	0.353	0.000	0.000	0.000	0.000	0.000	0.000	0.103	0.000	0.086	0.000	0.248	0.340	0.000	0.000	0.093	0.000	0.000	0.012	0.038	0.000	0.000	0.060	0.107	0.000	0.099	0.046	0.074	0.000	0.000	0.046	0.114	0.204	0.105	0.000	0.081	0.000	0.000	0.066
Open heart surgery	0.815	0.000	0.077	0.044	0.174	0.119	0.188	0.115	0.302	0.000	0.182	0.402	0.000	0.000	0.207	1.000	0.000	0.348	0.157	0.186	0.000	0.123	0.000	0.000	0.000	0.397	0.407	0.151	0.263	0.076	0.338	0.000	0.000	0.033	0.050	0.000	0.125	0.089	0.000	0.377	0.000	0.828	0.226	0.000	0.000	0.000	0.000	0.132	0.000	0.000	1.000	0.000	0.000	0.816	0.038	0.000	0.000	0.111	0.053	0.000	0.260	0.222	0.000	0.000	0.000	0.000	0.112	0.000	1.000	0.000	0.000	0.307	0.049	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.144	0.092	0.000	0.000	0.091	0.000	0.000	0.062	0.000	0.000	0.000	0.000	0.120	0.000	0.134	0.000	0.000	0.353	0.149	0.571	0.000	0.126	0.000	0.000
Other positive cultures related to surgery	0.082	0.000	0.000	0.000	0.000	0.000	0.045	0.013	0.000	0.000	0.000	0.000	0.110	0.997	0.000	0.000	0.000	0.000	0.000	0.000	0.244	0.000	0.167	0.000	0.272	0.000	0.000	0.000	0.030	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.214	0.000	0.000	0.000	0.118	0.000	0.036	0.273	0.216	0.167	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.205	0.068	0.148	0.290	0.000	0.192	0.000	0.073	0.000	0.000	0.244	0.000	0.104	1.000	0.000	0.000	0.000	0.473	0.491	0.244	0.998	0.113	0.495	0.274	0.244	0.000	1.000	0.000	0.000	0.206	0.000	0.017	0.096	0.039	0.110	0.000	0.000	0.018	0.000	0.378	0.000	0.061	0.020	0.000	0.000	0.085	0.281	0.000	0.000	0.059	0.487	0.052	0.000
OtherMedication	0.000	0.060	0.152	0.062	0.000	0.000	0.000	0.000	0.028	0.043	0.254	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.343	0.150	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.056	0.000	0.000	0.000	0.000	0.000	0.157	0.000	0.000	0.026	0.000	0.000	0.000	0.000	1.000	0.000	0.071	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.027	0.000	0.000	0.000	0.000	0.182	0.000	0.006	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.092	0.000	0.000	0.080	0.000	0.000	0.000	0.079	0.024	0.000	0.000	0.000	0.000	0.057	0.000	0.000	0.069	0.000	0.000	0.000	0.310	0.000	0.000	0.000
PAD	0.816	0.068	0.000	0.094	0.196	0.150	0.250	0.111	0.273	0.000	0.000	0.786	0.000	0.000	0.076	0.000	0.000	0.198	0.118	0.000	0.000	0.033	0.000	0.000	0.163	0.143	0.341	0.161	0.260	0.000	0.297	0.000	0.209	0.000	0.000	0.000	0.000	0.280	0.000	0.000	0.182	0.817	0.145	0.235	0.000	0.000	0.000	0.130	0.072	0.000	0.816	0.000	0.000	1.000	0.000	0.088	0.100	0.086	0.193	0.000	0.127	0.133	0.073	0.000	0.000	0.000	0.222	0.026	1.000	0.160	0.000	0.111	0.272	0.000	0.000	0.000	0.000	0.000	0.067	0.000	0.204	1.000	0.041	0.000	0.094	0.000	0.091	0.000	0.196	0.000	0.000	0.000	0.000	0.000	0.000	0.118	0.239	0.000	0.000	0.118	0.051	0.282	0.000	0.000	0.000	0.000	0.000	0.000
Pathology Findings	0.000	0.196	0.244	0.239	0.000	0.099	0.000	0.000	0.069	0.067	0.000	0.000	0.000	0.000	0.021	0.000	0.050	0.000	0.138	0.000	0.000	0.000	0.000	0.056	0.000	0.000	0.000	0.110	0.000	0.091	0.026	0.172	0.000	0.000	0.110	0.076	0.127	0.144	0.052	0.000	0.000	0.000	0.000	0.000	0.235	0.000	0.000	0.031	0.000	0.050	0.038	0.000	0.071	0.000	1.000	0.000	0.150	0.077	0.135	0.034	0.000	0.000	0.000	0.000	0.040	0.000	0.529	0.000	1.000	0.068	0.075	0.046	0.000	0.000	0.000	0.000	0.157	0.000	0.000	0.000	0.027	0.263	0.089	0.117	0.154	0.036	0.094	0.101	0.000	0.000	0.046	0.049	0.091	0.043	0.000	0.299	0.000	0.139	0.044	0.299	0.308	0.000	0.000	0.000	0.072	0.000	0.000	0.106
Platelet befor eDischarge	0.000	0.742	0.132	0.394	0.000	0.305	0.436	0.576	0.000	0.402	-0.273	-0.220	0.000	0.235	0.285	-0.185	0.206	0.352	0.219	0.000	1.000	0.000	1.000	1.000	0.000	-0.306	-0.097	0.249	0.191	0.000	0.000	-0.039	0.000	0.404	0.000	0.185	-0.181	0.220	0.000	-0.027	-0.061	0.000	0.189	0.000	-0.059	-0.258	0.211	0.268	0.234	0.385	0.000	0.205	0.000	0.088	0.000	1.000	0.530	-0.137	-0.029	0.387	-0.034	0.006	0.000	0.000	0.000	0.438	0.110	0.216	0.000	0.000	0.000	0.339	0.093	0.000	1.000	0.235	0.161	0.240	0.000	0.438	0.000	-0.245	0.107	1.000	0.038	0.000	-0.029	0.000	0.000	0.066	0.000	0.187	0.369	-0.111	-0.135	-0.077	0.000	0.366	0.000	-0.077	-0.244	0.000	0.000	1.000	0.000	0.210	0.132	-0.035
Platelet day 1 post surgery	0.000	0.000	0.230	0.000	0.188	0.296	0.179	0.152	0.168	0.000	0.082	-0.243	0.000	0.168	0.124	-0.205	0.000	0.153	0.104	0.000	0.000	0.000	0.000	0.151	0.000	0.163	-0.280	0.190	0.097	0.198	0.153	-0.224	0.000	0.155	0.000	0.192	-0.021	0.061	0.000	-0.183	-0.006	0.000	0.000	0.000	-0.207	-0.143	0.104	0.000	0.000	0.000	0.000	0.068	0.000	0.100	0.150	0.530	1.000	-0.155	-0.124	0.722	-0.065	-0.165	0.000	0.000	0.000	0.247	0.073	0.000	0.486	0.000	0.000	0.000	0.000	0.000	0.000	0.138	0.000	0.136	0.000	0.247	0.000	-0.063	0.000	0.000	-0.120	0.000	-0.022	0.073	0.000	0.179	0.000	0.177	0.000	0.089	-0.046	0.061	0.000	0.000	0.234	0.061	-0.002	0.000	0.150	0.000	0.000	0.236	0.315	0.068
Pre HB	0.036	0.173	0.178	0.144	0.057	0.206	0.266	0.056	0.229	0.106	-0.337	-0.212	0.000	0.161	0.231	-0.216	0.176	0.199	0.430	0.290	0.000	0.000	0.000	0.000	0.109	-0.155	-0.089	0.175	0.294	0.303	0.364	0.052	0.236	0.000	0.185	0.000	0.017	0.184	0.000	0.744	0.788	0.261	0.145	0.137	0.174	0.138	0.000	0.114	0.155	0.064	0.111	0.148	0.000	0.086	0.077	-0.137	-0.155	1.000	0.340	-0.284	-0.122	0.193	0.251	0.186	0.065	1.000	0.157	0.045	0.000	0.000	0.000	0.000	0.123	0.000	0.000	0.132	0.083	0.000	0.205	1.000	0.232	0.341	0.000	0.000	-0.030	0.068	0.232	0.143	0.117	0.000	0.000	0.490	0.089	0.497	-0.170	-0.020	0.175	0.091	0.166	-0.020	-0.156	0.179	0.120	0.550	0.156	0.160	0.116	0.406
Pre Na	0.000	0.136	0.234	0.000	0.191	0.232	0.125	0.046	0.230	0.258	0.094	-0.039	0.502	0.294	0.117	-0.026	0.000	0.204	0.247	0.097	0.000	0.235	0.000	0.000	0.336	0.148	-0.136	0.187	0.305	0.000	0.000	0.039	0.000	0.081	0.271	0.088	0.153	0.322	0.000	0.191	0.254	0.176	0.223	0.462	0.294	0.414	0.000	0.175	0.000	0.000	0.053	0.290	0.000	0.193	0.135	-0.029	-0.124	0.340	1.000	-0.166	0.063	0.097	0.000	0.216	0.000	1.000	0.149	0.183	0.208	0.000	0.000	0.000	0.481	0.508	0.000	0.239	0.166	0.000	0.000	1.000	0.000	-0.140	0.000	0.980	0.149	0.000	0.152	0.174	0.425	0.000	0.063	0.179	0.136	0.237	-0.113	0.018	0.517	0.097	0.229	0.018	-0.077	0.315	0.464	0.391	0.068	0.067	0.000	0.213
Pre Platelet	0.000	0.095	0.238	0.038	0.116	0.000	0.183	0.148	0.074	0.214	-0.119	-0.345	0.165	0.000	0.039	0.138	0.065	0.113	0.114	0.078	0.000	0.088	0.000	0.108	0.100	-0.016	-0.328	0.143	0.174	0.167	0.187	-0.137	0.000	0.183	0.000	0.000	-0.074	0.148	0.000	-0.157	-0.098	0.000	0.095	0.065	-0.217	-0.117	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.034	0.387	0.722	-0.284	-0.166	1.000	-0.124	-0.221	0.000	0.000	0.000	1.000	0.084	0.000	0.218	0.000	0.000	0.000	0.126	0.176	0.000	0.000	0.000	0.000	0.055	1.000	0.000	0.199	0.000	0.000	-0.224	0.093	-0.191	0.172	0.000	0.000	0.137	0.134	0.040	-0.318	-0.049	0.056	0.000	0.072	0.197	0.056	0.060	0.172	0.125	0.000	0.163	0.171	0.085	-0.262
Pre-BUN	0.145	0.000	0.250	0.126	0.435	0.248	0.238	0.227	0.336	0.000	0.686	0.666	0.147	0.200	0.303	-0.080	0.000	0.386	0.738	0.425	0.000	0.141	0.000	0.000	0.248	0.538	0.585	0.333	0.334	0.638	0.468	-0.036	1.000	0.085	0.029	0.000	0.121	0.233	0.000	-0.473	-0.214	0.393	0.406	0.209	0.091	0.093	0.000	0.000	0.054	0.000	0.260	0.192	0.000	0.127	0.000	-0.034	-0.065	-0.122	0.063	-0.124	1.000	0.596	0.364	0.000	0.295	1.000	0.283	0.000	0.360	0.140	0.000	0.000	0.304	0.166	0.000	0.200	0.000	0.000	0.257	1.000	1.000	-0.497	0.168	0.000	0.538	0.096	0.188	0.092	0.254	0.271	0.061	0.059	0.000	0.105	0.176	-0.091	0.298	0.053	0.291	-0.091	-0.032	0.306	0.281	0.685	0.000	0.342	0.349	0.159
Pre-Creatinine	0.121	0.032	0.291	0.125	0.403	0.167	0.272	0.279	0.263	0.000	0.590	0.704	0.313	0.000	0.342	-0.140	0.000	0.385	0.858	0.361	0.000	0.050	0.116	0.000	0.180	0.585	0.800	0.232	0.403	0.870	0.478	-0.057	0.477	0.225	0.000	0.000	0.078	0.274	0.000	-0.304	-0.106	0.263	0.356	0.226	0.246	0.016	0.000	0.000	0.242	0.000	0.222	0.000	0.000	0.133	0.000	0.006	-0.165	0.193	0.097	-0.221	0.596	1.000	0.239	0.000	0.116	1.000	0.282	0.000	0.082	0.045	0.000	0.000	0.184	0.322	0.000	0.000	0.000	0.000	0.230	1.000	0.477	-0.220	0.286	0.000	0.364	0.156	0.271	0.087	0.260	0.286	0.202	0.056	0.000	0.414	0.073	-0.124	0.317	0.025	0.213	-0.124	-0.089	0.289	0.259	0.547	0.000	0.246	0.174	0.374
Pulmonary complication	0.007	0.040	0.000	0.048	0.155	0.114	0.119	0.000	0.000	0.000	0.000	0.402	0.073	0.366	0.000	0.000	0.000	0.000	0.060	0.000	0.180	0.000	0.120	0.000	0.388	0.000	0.000	0.026	0.102	0.000	0.183	0.000	0.529	0.000	0.124	0.000	0.000	0.285	0.000	0.000	0.000	0.322	0.082	0.135	0.354	0.000	0.000	0.000	0.170	0.099	0.000	0.073	0.000	0.073	0.000	0.000	0.000	0.251	0.000	0.000	0.364	0.239	1.000	0.128	0.120	0.000	0.000	0.058	0.000	0.087	0.000	0.000	0.509	0.366	0.180	0.368	0.213	0.000	0.998	0.000	0.395	0.000	0.000	0.000	0.316	0.000	0.000	0.081	0.000	0.073	0.000	0.000	0.000	0.000	0.286	0.000	0.000	0.000	0.000	0.000	0.222	0.455	0.019	0.000	0.095	0.000	0.000	0.000
Radiology	0.088	0.162	0.038	0.167	0.134	0.139	0.046	0.000	0.000	0.000	0.000	0.171	0.000	0.098	0.000	0.418	0.096	0.000	0.000	0.033	0.000	0.008	0.000	0.058	0.116	0.213	0.035	0.027	0.000	0.000	0.000	0.178	0.112	0.000	0.568	0.319	0.000	0.220	0.000	0.000	0.165	0.113	0.000	0.000	0.000	0.000	0.000	0.000	0.038	0.105	0.000	0.000	0.027	0.000	0.000	0.000	0.000	0.186	0.216	0.000	0.000	0.000	0.128	1.000	0.077	0.000	0.190	0.000	0.000	0.048	0.068	0.058	0.109	0.000	0.000	0.073	0.997	0.069	0.168	0.000	0.077	0.000	0.000	0.000	0.135	0.000	0.000	0.033	0.000	0.087	0.000	0.089	0.000	0.000	0.096	0.000	0.000	0.000	0.060	0.000	0.179	0.099	0.000	0.000	0.012	0.100	0.000	0.000
Septic Shock	0.000	0.000	0.000	0.000	0.034	0.000	0.000	0.000	0.000	0.000	1.000	0.370	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.158	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.075	0.000	1.000	0.298	0.000	0.000	0.100	0.000	0.047	0.078	0.000	0.259	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.040	0.000	0.000	0.065	0.000	0.000	0.295	0.116	0.120	0.077	1.000	0.000	0.000	0.000	1.000	0.000	0.000	0.162	0.689	0.000	0.000	0.000	0.144	0.000	0.399	0.000	0.000	0.000	0.000	1.000	0.318	0.000	0.000	0.000	1.000	0.527	1.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.266	1.000	1.000	1.000	0.000	0.000	0.000	0.000
Stroke	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.997	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.059	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.042	1.000	0.347	0.000	0.000	0.000	0.000	0.000	0.126	0.444	0.626	0.349	0.000	0.000	0.000	0.000	0.244	0.000	0.000	0.000	0.438	0.247	1.000	1.000	1.000	1.000	1.000	0.000	0.000	0.000	1.000	0.017	0.000	1.000	0.000	0.000	0.000	0.988	0.000	0.000	0.998	0.127	0.999	0.000	0.498	0.000	1.000	0.000	1.000	0.000	0.000	1.000	1.000	1.000	0.244	1.000	0.000	0.179	1.000	0.698	0.000	1.000	0.059	0.000	0.000	0.072	1.000	1.000	1.000	0.000	0.995	0.147	1.000
Surgery	0.000	0.444	0.237	0.430	0.126	0.374	0.202	0.171	0.293	0.146	0.368	0.315	0.152	0.000	0.254	0.000	0.185	0.331	0.537	0.258	0.000	0.178	0.000	0.212	0.152	0.148	0.189	0.255	0.304	0.504	0.191	0.172	0.000	0.000	0.201	0.078	0.195	0.243	0.082	0.171	0.000	0.000	0.336	0.171	0.182	0.000	0.127	0.055	0.079	0.079	0.112	0.000	0.000	0.222	0.529	0.110	0.073	0.157	0.149	0.084	0.283	0.282	0.000	0.190	0.000	0.017	1.000	0.000	0.559	0.186	0.000	0.000	0.038	0.076	0.000	0.007	0.235	0.018	0.000	0.017	0.000	0.000	0.247	0.060	0.164	0.151	0.105	0.224	0.207	0.000	0.000	0.225	0.154	0.132	0.140	0.393	0.236	0.082	0.086	0.393	0.382	0.127	0.190	0.214	0.089	0.056	0.139	0.135
Thyroidal Medication	0.000	0.000	0.000	0.000	0.000	0.073	0.111	0.086	0.137	0.000	0.000	0.000	0.000	0.223	0.131	0.402	0.114	0.097	0.000	0.094	0.065	0.182	0.019	0.152	0.087	0.135	0.000	0.290	0.109	0.000	0.017	0.000	0.157	0.164	0.000	0.055	0.000	0.211	0.000	0.000	0.000	0.102	0.098	0.000	0.000	0.076	0.000	0.000	0.000	0.229	0.000	0.104	0.000	0.026	0.000	0.216	0.000	0.045	0.183	0.000	0.000	0.000	0.058	0.000	0.000	0.000	0.000	1.000	0.000	0.725	0.142	0.177	0.071	0.146	0.065	0.188	0.000	0.000	0.093	0.000	0.019	0.500	0.000	0.000	0.242	0.000	0.000	0.101	0.134	0.000	0.000	0.108	0.000	0.000	0.090	0.147	0.172	0.052	0.000	0.147	0.000	0.323	0.132	0.000	0.000	0.000	0.000	0.184
Tumor Category	0.000	0.000	0.131	0.000	0.000	0.166	0.000	0.000	0.057	0.000	0.000	0.000	1.000	1.000	0.000	0.422	0.000	0.052	0.000	0.000	1.000	0.186	1.000	0.000	0.000	0.000	0.000	0.145	0.000	0.000	0.000	0.221	1.000	0.000	0.000	0.000	0.000	0.000	0.119	0.000	0.000	0.000	0.000	0.000	0.581	0.000	1.000	0.000	0.000	0.000	1.000	1.000	0.182	1.000	1.000	0.000	0.486	0.000	0.208	0.218	0.360	0.082	0.000	0.000	1.000	1.000	0.559	0.000	1.000	0.068	0.170	0.000	0.000	1.000	1.000	1.000	0.234	1.000	0.000	1.000	1.000	0.000	0.000	0.000	0.320	0.248	0.000	0.000	0.000	1.000	1.000	0.000	0.284	0.000	0.100	0.239	0.000	0.070	0.000	0.239	0.397	0.000	0.000	1.000	0.000	0.000	0.000	0.000
Type of Endocrine Disease	0.000	0.000	0.000	0.000	0.000	0.020	0.124	0.131	0.095	0.101	0.000	0.000	0.000	0.035	0.119	0.377	0.307	0.025	0.086	0.259	0.166	0.165	0.090	0.064	0.000	0.000	0.344	0.266	0.135	0.164	0.000	0.053	0.100	0.147	0.148	0.000	0.000	0.129	0.144	0.000	0.000	0.000	0.132	0.000	0.000	0.415	0.000	0.000	0.000	0.353	0.000	0.000	0.000	0.160	0.068	0.000	0.000	0.000	0.000	0.000	0.140	0.045	0.087	0.048	0.000	0.000	0.186	0.725	0.068	1.000	0.273	0.000	0.000	0.035	0.166	0.065	0.000	0.000	0.000	0.000	0.090	0.414	0.000	0.000	0.000	0.061	0.000	0.058	0.000	0.000	0.000	0.136	0.037	0.000	0.084	0.029	0.000	0.000	0.000	0.029	0.052	0.000	0.074	0.000	0.000	0.000	0.000	0.000
Type of Gastrointestinal Disease	0.000	0.074	0.106	0.059	0.084	0.045	0.135	0.137	0.071	0.000	0.000	1.000	0.000	0.000	0.082	1.000	0.000	0.176	0.000	0.000	0.000	0.109	0.000	0.000	0.000	0.000	1.000	0.089	0.000	0.000	0.000	0.000	0.000	0.170	0.055	0.000	0.179	0.000	0.996	0.000	0.000	0.000	0.087	0.000	0.000	1.000	0.000	0.038	0.000	0.000	0.000	0.000	0.006	0.000	0.075	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.068	0.000	0.000	0.000	0.142	0.170	0.273	1.000	0.000	0.000	0.000	0.000	0.000	0.067	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.038	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
Type of Neurological/ psychological disease	0.117	0.020	0.000	0.074	0.226	0.226	0.216	0.180	0.256	0.613	0.254	0.235	0.000	0.000	0.137	0.000	0.000	0.304	0.000	0.000	0.000	0.261	0.000	0.109	0.000	0.000	0.000	0.229	0.187	0.000	0.124	0.000	0.000	0.150	0.075	0.000	0.000	0.017	0.000	0.000	0.000	0.120	0.228	0.154	0.000	0.039	0.000	0.990	0.000	0.000	0.307	0.000	0.000	0.111	0.046	0.339	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.058	0.162	0.000	0.000	0.177	0.000	0.000	0.000	1.000	0.194	0.000	0.000	0.000	0.089	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.077	0.067	0.000	0.000	0.087	0.033	0.176	0.120	0.052	0.000	0.000	0.008	0.123	0.150	0.000	0.008	0.079	0.175	0.161	0.000	0.000	0.000	0.000	0.000
Type of bacteria at the surgical site	0.000	0.000	0.000	0.000	0.216	0.186	0.168	0.000	0.139	0.025	0.000	0.298	0.473	0.476	0.000	0.000	0.140	0.187	0.254	0.113	0.000	0.224	0.689	0.000	0.557	0.000	0.000	0.053	0.202	0.000	0.148	0.187	0.000	0.116	0.104	0.119	0.066	0.326	0.000	0.097	0.190	0.070	0.117	0.988	0.000	0.348	0.689	0.199	0.000	0.000	0.049	0.473	0.000	0.272	0.000	0.093	0.000	0.123	0.481	0.126	0.304	0.184	0.509	0.109	0.689	0.988	0.038	0.071	0.000	0.000	0.000	0.194	1.000	0.476	0.000	0.557	0.103	0.691	0.649	0.988	0.000	0.000	0.156	0.000	0.204	0.074	0.218	0.000	0.564	0.689	0.442	0.000	0.154	0.000	0.526	0.011	0.656	0.000	0.421	0.011	0.136	0.710	0.609	0.990	0.000	0.693	0.521	0.000
Type of bacteria in blood	0.000	0.000	0.125	0.000	0.000	0.118	0.076	0.050	0.042	0.129	0.397	0.000	0.997	0.494	0.050	0.000	0.000	0.069	0.227	0.171	0.997	0.087	0.702	0.000	0.306	0.230	0.000	0.039	0.118	0.208	0.000	0.000	0.000	0.105	0.040	0.000	0.000	0.402	0.000	0.000	0.143	0.000	0.088	0.260	0.000	0.000	0.000	0.117	0.000	0.000	0.000	0.491	0.000	0.000	0.000	0.000	0.000	0.000	0.508	0.176	0.166	0.322	0.366	0.000	0.000	0.000	0.076	0.146	1.000	0.035	0.000	0.000	0.476	1.000	0.997	0.572	0.000	0.000	0.322	0.000	0.000	1.000	0.217	0.000	0.000	0.018	0.000	0.000	0.216	0.491	0.315	0.017	0.105	0.000	0.732	0.010	0.254	0.019	0.000	0.010	0.209	0.542	0.296	0.000	0.000	0.000	0.000	0.000
Type of cardiac Complication	0.000	0.000	0.000	0.000	0.000	0.000	0.019	0.000	0.000	0.000	1.000	0.000	0.244	0.997	0.000	0.000	0.000	0.000	0.000	0.000	0.498	0.000	0.349	0.000	0.059	1.000	0.000	0.000	0.000	0.000	0.000	0.188	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.026	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.244	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.180	0.000	0.000	0.000	0.000	0.065	1.000	0.166	0.000	0.000	0.000	0.997	1.000	0.998	0.000	0.000	0.572	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.064	0.000	0.358	0.009	0.000	0.000	0.000	0.009	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
Type of culture related to surgery	0.062	0.033	0.000	0.000	0.101	0.061	0.108	0.080	0.000	0.068	0.000	0.000	0.493	0.999	0.000	0.000	0.000	0.000	0.000	0.105	0.998	0.014	0.703	0.000	0.309	0.000	0.000	0.058	0.093	0.000	0.124	0.052	0.000	0.000	0.059	0.116	0.000	0.226	0.000	0.000	0.000	0.093	0.027	0.264	0.302	0.282	0.703	0.057	0.000	0.000	0.000	0.998	0.000	0.000	0.000	0.235	0.138	0.132	0.239	0.000	0.200	0.000	0.368	0.073	0.000	0.998	0.007	0.188	1.000	0.065	0.000	0.000	0.557	0.572	0.998	1.000	0.062	0.704	0.325	0.998	0.000	1.000	0.000	0.000	0.158	0.000	0.000	0.039	0.223	0.493	0.000	0.000	0.097	0.000	0.449	0.000	0.260	0.000	0.000	0.000	0.091	0.287	0.000	0.000	0.000	0.569	0.305	0.000
Type of medical Imaging	0.046	0.166	0.140	0.205	0.153	0.162	0.060	0.066	0.000	0.059	0.000	0.357	0.000	0.067	0.000	0.369	0.172	0.000	0.000	0.000	0.000	0.069	0.000	0.023	0.131	0.000	0.031	0.000	0.000	0.000	0.000	0.183	0.171	0.000	0.643	0.369	0.000	0.171	0.000	0.000	0.033	0.069	0.000	0.000	0.000	0.000	0.050	0.000	0.096	0.103	0.000	0.113	0.000	0.000	0.157	0.161	0.000	0.083	0.166	0.000	0.000	0.000	0.213	0.997	0.144	0.127	0.235	0.000	0.234	0.000	0.067	0.089	0.103	0.000	0.000	0.062	1.000	0.067	0.198	0.127	0.257	0.000	0.036	0.331	0.098	0.032	0.000	0.000	0.108	0.144	0.000	0.107	0.028	0.070	0.102	0.112	0.133	0.000	0.074	0.112	0.187	0.177	0.000	0.000	0.059	0.061	0.090	0.000
Type of nurologic complication	0.000	0.037	0.000	0.000	0.000	0.061	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.703	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.216	0.000	0.000	0.000	0.000	0.000	0.000	0.185	0.000	0.000	0.067	0.122	0.139	0.348	0.000	0.400	0.000	0.000	0.000	0.267	0.302	0.405	0.999	0.000	0.000	0.000	0.000	0.495	0.000	0.000	0.000	0.240	0.136	0.000	0.000	0.000	0.000	0.000	0.000	0.069	0.000	0.999	0.018	0.000	1.000	0.000	0.000	0.000	0.691	0.000	0.000	0.704	0.067	1.000	0.000	0.999	0.000	0.000	0.000	0.000	0.000	0.013	0.000	0.000	0.096	0.495	0.149	0.012	0.108	0.000	0.487	0.000	0.000	0.059	0.491	0.000	0.000	0.677	0.000	0.000	0.000	0.700	0.308	0.000
Type of pulmonary complication	0.016	0.016	0.000	0.033	0.220	0.152	0.153	0.000	0.067	0.021	0.000	0.499	0.274	0.322	0.000	0.000	0.082	0.091	0.097	0.000	0.572	0.000	0.399	0.000	0.416	0.000	0.040	0.069	0.133	0.095	0.258	0.000	0.573	0.000	0.164	0.118	0.000	0.171	0.000	0.000	0.057	0.207	0.118	0.304	0.282	0.000	0.000	0.000	0.186	0.086	0.000	0.274	0.000	0.067	0.000	0.000	0.000	0.205	0.000	0.055	0.257	0.230	0.998	0.168	0.399	0.000	0.000	0.093	0.000	0.000	0.000	0.000	0.649	0.322	0.572	0.325	0.198	0.000	1.000	0.000	0.813	0.000	0.000	0.000	0.289	0.000	0.000	0.071	0.137	0.274	0.000	0.060	0.079	0.000	0.237	0.042	0.167	0.000	0.000	0.042	0.193	0.457	0.198	0.000	0.025	0.000	0.000	0.071
Type of stroke	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.997	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.059	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.042	1.000	0.347	0.000	0.000	0.000	0.000	0.000	0.126	0.444	0.626	0.349	0.000	0.000	0.000	0.000	0.244	0.000	0.000	0.000	0.438	0.247	1.000	1.000	1.000	1.000	1.000	0.000	0.000	0.000	0.498	0.017	0.000	1.000	0.000	0.000	0.000	0.988	0.000	0.000	0.998	0.127	0.999	0.000	1.000	0.000	1.000	0.000	1.000	0.000	0.000	1.000	1.000	1.000	0.244	1.000	0.000	0.179	1.000	0.698	0.000	1.000	0.059	0.000	0.000	0.072	1.000	1.000	1.000	0.000	0.995	0.147	1.000
Unplanned transfer to intensive care unit	0.000	0.000	0.073	0.000	0.034	0.068	0.000	0.000	0.076	0.000	0.000	0.939	0.000	0.000	0.000	1.000	0.047	0.000	0.021	0.000	0.000	0.000	0.000	0.000	0.158	0.000	0.492	0.000	0.000	0.000	0.220	0.000	0.999	0.000	0.075	0.000	1.000	0.146	0.000	0.000	0.000	0.416	0.047	0.000	0.000	0.000	0.000	0.000	0.345	0.248	0.000	0.000	0.000	0.204	0.027	0.000	0.000	0.232	0.000	0.000	1.000	0.477	0.395	0.077	0.000	0.000	0.000	0.019	1.000	0.090	0.000	0.000	0.000	0.000	0.000	0.000	0.257	0.000	0.813	0.000	1.000	1.000	0.000	0.000	0.296	0.000	0.000	0.095	0.039	0.000	0.000	0.000	0.000	0.000	0.062	0.000	0.061	0.000	0.000	0.000	0.051	0.677	0.082	0.000	0.000	0.000	0.000	0.130
Urine Output	0.407	1.000	1.000	0.000	0.000	0.240	0.000	0.000	0.000	0.000	-0.051	-0.336	1.000	1.000	0.093	0.080	0.383	0.000	0.000	0.000	1.000	0.000	0.000	0.610	0.200	0.400	-0.100	0.000	0.000	0.000	0.300	0.433	1.000	0.407	0.000	0.000	-0.203	0.000	1.000	0.376	0.143	0.000	0.000	0.000	0.307	-0.118	0.000	0.000	1.000	0.340	0.000	1.000	0.000	1.000	0.263	-0.245	-0.063	0.341	-0.140	0.199	-0.497	-0.220	0.000	0.000	0.000	1.000	0.000	0.500	0.000	0.414	1.000	0.000	0.000	1.000	1.000	1.000	0.000	0.000	0.000	1.000	1.000	1.000	1.000	0.000	-0.184	0.000	0.176	0.158	0.000	0.000	0.080	0.000	0.000	0.024	-0.090	0.260	0.000	0.000	0.000	0.260	-0.069	0.000	0.000	1.000	0.000	0.000	0.000	0.244
Way Of Anesthesia	0.000	0.040	0.319	0.000	0.000	0.057	0.000	0.028	0.000	0.000	0.394	0.000	0.144	0.000	0.134	1.000	0.000	0.069	0.218	0.096	0.000	0.000	0.000	0.000	0.000	0.532	0.000	0.039	0.030	0.135	0.000	0.000	0.000	0.000	0.092	0.088	1.000	0.153	0.000	0.000	0.000	0.000	0.076	0.032	0.000	0.117	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.041	0.089	0.107	0.000	0.000	0.000	0.000	0.168	0.286	0.000	0.000	0.000	0.000	0.247	0.000	0.000	0.000	0.000	0.000	0.156	0.217	0.000	0.000	0.036	0.000	0.000	0.000	0.000	1.000	1.000	0.000	0.039	0.025	0.000	0.000	0.000	0.144	0.000	0.018	0.000	0.086	0.270	0.000	0.000	0.020	0.000	0.000	0.109	0.000	0.000	0.000	0.000	0.000	0.000	0.000
admission_other_hospital	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.073	1.000	0.000	0.000	0.000	0.000	0.000	0.120	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.117	1.000	0.000	0.000	0.980	0.000	0.000	0.000	0.000	0.000	1.000	1.000	0.060	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.331	0.000	0.000	1.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.096	1.000	0.000	0.000	0.118	0.000	0.000	0.000	0.117	0.000	0.000	0.000	0.000	0.677	0.000	0.000	0.000	0.000	0.000	0.000
age	0.075	0.394	0.100	0.328	0.309	0.399	0.418	0.442	0.550	0.063	0.439	0.507	0.091	0.203	0.486	0.065	0.116	0.473	0.180	0.245	0.000	0.364	0.075	0.059	0.285	0.350	0.296	0.629	0.460	0.085	0.391	0.186	0.299	0.351	0.072	0.165	0.222	0.328	0.000	-0.068	-0.002	0.213	0.652	0.228	0.114	-0.013	0.000	0.000	0.072	0.093	0.144	0.206	0.092	0.094	0.154	0.038	-0.120	-0.030	0.149	-0.224	0.538	0.364	0.316	0.135	0.318	0.000	0.164	0.242	0.320	0.000	0.000	0.077	0.204	0.000	0.000	0.158	0.098	0.000	0.289	0.000	0.296	-0.184	0.039	0.000	1.000	0.055	0.447	0.470	0.403	0.208	0.101	0.120	0.000	0.167	0.308	-0.041	0.476	0.086	0.071	-0.041	-0.004	0.254	0.357	0.164	0.274	0.060	0.068	0.400
answered_call_followup	0.000	0.032	0.108	0.000	0.055	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.018	0.000	0.319	0.000	0.000	0.016	0.000	0.000	0.066	0.000	0.029	0.092	0.205	0.166	0.000	0.000	0.024	0.019	0.094	0.013	0.000	0.000	0.000	0.054	0.054	0.062	0.000	0.000	0.000	0.000	0.089	0.000	0.000	0.000	0.039	0.067	0.000	0.092	0.000	0.000	0.000	0.036	0.000	0.000	0.068	0.000	0.093	0.096	0.156	0.000	0.000	0.000	0.000	0.151	0.000	0.248	0.061	0.038	0.067	0.074	0.018	0.000	0.000	0.032	0.013	0.000	0.000	0.000	0.000	0.025	0.000	0.055	1.000	0.000	0.000	0.717	0.067	0.674	0.042	0.228	0.064	0.125	0.000	0.735	0.019	0.011	0.000	0.081	0.926	0.741	0.000	0.042	0.026	0.000	0.000
bmi	0.195	0.284	0.117	0.235	0.248	0.128	0.157	0.146	0.099	0.000	0.330	0.398	0.000	0.000	0.193	0.233	0.019	0.206	0.084	0.167	0.000	0.087	0.000	0.000	0.037	0.516	0.248	0.277	0.165	0.070	0.000	0.163	0.000	0.132	0.070	0.000	0.050	0.253	0.000	0.294	0.270	0.000	0.272	0.183	0.283	0.155	0.000	0.000	0.333	0.000	0.000	0.017	0.000	0.091	0.094	-0.029	-0.022	0.232	0.152	-0.191	0.188	0.271	0.000	0.000	0.000	1.000	0.105	0.000	0.000	0.000	0.000	0.000	0.218	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.176	0.000	0.000	0.447	0.000	1.000	0.853	0.100	0.000	0.000	0.000	0.000	0.304	0.137	-0.003	0.144	0.000	0.000	-0.003	-0.023	0.105	0.000	0.000	0.210	0.000	0.059	0.881
bmi_category	0.000	0.306	0.125	0.235	0.000	0.151	0.149	0.168	0.104	0.000	0.000	0.028	0.062	0.000	0.185	0.127	0.000	0.141	0.089	0.072	0.000	0.140	0.000	0.000	0.000	0.022	0.000	0.282	0.148	0.117	0.000	0.085	0.095	0.093	0.029	0.000	0.113	0.385	0.000	0.200	0.244	0.000	0.274	0.000	0.229	0.045	0.000	0.047	0.000	0.012	0.000	0.096	0.080	0.000	0.101	0.000	0.073	0.143	0.174	0.172	0.092	0.087	0.081	0.033	0.000	1.000	0.224	0.101	0.000	0.058	0.000	0.000	0.000	0.000	0.000	0.039	0.000	0.000	0.071	1.000	0.095	0.158	0.000	0.000	0.470	0.000	0.853	1.000	0.043	0.065	0.043	0.000	0.019	0.449	0.000	0.121	0.000	0.000	0.000	0.121	0.157	0.000	0.000	0.000	0.217	0.000	0.096	0.683
complication_post_discharge	0.196	0.041	0.000	0.000	0.000	0.228	0.000	0.000	0.202	0.000	0.631	0.000	0.000	0.223	0.079	0.000	0.000	0.152	0.141	0.000	0.000	0.155	0.039	0.000	0.769	0.124	0.000	0.095	0.050	0.000	0.150	0.198	0.223	0.125	0.000	0.000	0.141	0.445	0.000	0.122	0.000	0.237	0.133	0.485	0.196	0.181	0.096	0.000	0.000	0.038	0.091	0.039	0.000	0.196	0.000	0.000	0.000	0.117	0.425	0.000	0.254	0.260	0.000	0.000	1.000	1.000	0.207	0.134	0.000	0.000	0.000	0.087	0.564	0.216	0.000	0.223	0.108	0.096	0.137	1.000	0.039	0.000	0.000	0.096	0.403	0.717	0.100	0.043	1.000	1.000	0.674	0.025	0.113	0.000	0.093	0.121	0.833	0.096	0.458	0.121	0.153	0.980	0.717	0.096	0.150	0.423	0.292	0.000
death_in_hospital_postop	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.204	0.092	0.110	0.491	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.272	0.153	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.085	0.073	1.000	0.470	0.000	0.132	0.190	0.000	0.050	0.193	0.099	0.312	0.167	0.000	0.000	0.000	0.000	0.110	0.000	0.000	0.000	0.066	0.179	0.000	0.000	0.000	0.271	0.286	0.073	0.087	0.527	0.244	0.000	0.000	1.000	0.000	0.000	0.033	0.689	0.491	0.000	0.493	0.144	0.495	0.274	0.244	0.000	0.000	0.144	1.000	0.208	0.067	0.000	0.065	1.000	1.000	1.000	0.000	0.000	0.000	0.600	0.063	1.000	0.000	0.000	0.063	0.285	1.000	1.000	1.000	0.000	0.487	0.052	0.000
er_visit	0.028	0.000	0.000	0.000	0.000	0.156	0.000	0.000	0.112	0.000	0.000	0.072	0.058	0.000	0.000	1.000	0.000	0.105	0.057	0.000	0.000	0.144	0.090	0.000	0.498	0.000	0.000	0.000	0.000	0.000	0.000	0.149	0.000	0.089	0.000	0.000	0.000	0.344	0.000	0.344	0.000	0.000	0.058	0.158	0.000	0.311	0.149	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.046	0.000	0.000	0.000	0.063	0.137	0.061	0.202	0.000	0.000	1.000	1.000	0.000	0.000	1.000	0.000	0.000	0.176	0.442	0.315	0.000	0.000	0.000	0.149	0.000	1.000	0.000	0.080	0.000	0.000	0.101	0.674	0.000	0.043	0.674	1.000	1.000	0.000	0.198	0.000	0.084	0.067	0.489	0.189	0.449	0.067	0.000	0.951	0.565	0.000	0.216	0.449	0.158	0.000
gender	0.102	0.000	0.103	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.177	0.000	0.017	0.114	0.000	0.065	0.045	0.009	0.064	0.000	0.068	0.000	0.000	0.049	0.000	0.000	0.107	0.000	0.021	0.000	0.000	0.036	0.030	0.000	0.090	0.000	0.625	0.000	0.339	0.468	0.029	0.053	0.063	0.143	0.000	0.000	0.047	0.095	0.060	0.062	0.000	0.079	0.000	0.049	0.187	0.177	0.490	0.179	0.134	0.059	0.056	0.000	0.089	0.000	0.000	0.225	0.108	0.000	0.136	0.000	0.120	0.000	0.017	0.000	0.000	0.107	0.012	0.060	0.000	0.000	0.000	0.018	0.000	0.120	0.042	0.000	0.000	0.025	0.000	0.000	1.000	0.033	0.607	0.000	0.098	0.000	0.054	0.029	0.098	0.166	0.000	0.047	0.000	0.024	0.000	0.025	0.326
governorate	0.000	0.144	0.076	0.177	0.061	0.096	0.000	0.061	0.077	0.000	0.118	0.000	0.152	0.068	0.077	0.367	0.098	0.095	0.022	0.000	0.064	0.120	0.000	0.085	0.000	0.000	0.000	0.056	0.000	0.000	0.070	0.170	0.000	0.116	0.099	0.055	0.000	0.119	0.000	0.174	0.000	0.000	0.101	0.138	0.231	0.145	0.099	0.000	0.000	0.107	0.000	0.018	0.024	0.000	0.091	0.369	0.000	0.089	0.136	0.040	0.000	0.000	0.000	0.000	0.000	0.179	0.154	0.000	0.284	0.037	0.000	0.052	0.154	0.105	0.064	0.097	0.028	0.108	0.079	0.179	0.000	0.000	0.000	0.118	0.000	0.228	0.000	0.019	0.113	0.000	0.198	0.033	1.000	0.070	0.097	0.051	0.162	0.231	0.000	0.051	0.081	0.284	0.205	0.000	0.047	0.000	0.000	0.000
height_cm	0.000	0.382	0.000	0.335	0.000	0.117	0.047	0.120	0.117	0.000	0.124	0.159	0.000	0.000	0.178	-0.375	0.000	0.090	0.000	0.143	0.000	0.102	0.000	0.000	0.000	0.139	-0.085	0.276	0.084	0.000	0.000	0.150	0.000	0.061	0.000	0.031	0.047	0.303	0.000	0.281	0.265	0.000	0.209	0.000	0.040	0.034	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.043	-0.111	0.089	0.497	0.237	-0.318	0.105	0.414	0.000	0.000	0.000	1.000	0.132	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.070	0.000	0.000	1.000	0.000	0.024	0.086	0.000	0.167	0.064	0.304	0.449	0.000	0.000	0.000	0.607	0.070	1.000	0.118	0.018	0.000	0.033	0.000	0.018	-0.043	0.000	0.000	0.000	0.241	0.000	0.000	0.654
hospital_stay_days	0.000	0.167	0.153	0.038	0.143	0.260	0.000	0.049	0.119	0.123	0.417	-0.035	0.728	0.385	0.074	0.209	0.241	0.042	0.375	0.260	0.358	0.000	0.236	0.216	0.330	0.263	-0.133	0.118	0.029	0.356	0.153	0.530	0.076	0.000	0.213	0.071	0.347	0.373	0.000	-0.322	-0.131	0.094	0.127	0.370	-0.030	0.267	0.485	0.109	0.000	0.099	0.000	0.378	0.000	0.000	0.000	-0.135	-0.046	-0.170	-0.113	-0.049	0.176	0.073	0.286	0.096	0.000	0.698	0.140	0.090	0.100	0.084	0.000	0.000	0.526	0.732	0.358	0.449	0.102	0.487	0.237	0.698	0.062	-0.090	0.270	0.000	0.308	0.125	0.137	0.000	0.093	0.600	0.084	0.000	0.097	0.118	1.000	-0.063	0.000	0.000	0.084	-0.063	0.130	0.082	0.183	0.000	0.060	0.299	0.231	0.136
id_number	0.072	0.270	0.130	0.299	0.105	0.265	0.102	0.006	0.150	0.000	-0.005	0.166	0.117	0.000	0.148	-0.061	0.087	0.154	0.131	0.080	0.009	0.176	0.000	0.008	0.104	-0.060	-0.064	0.128	0.111	0.185	0.053	0.012	0.000	0.098	0.142	0.113	-0.021	0.130	0.127	0.283	0.001	0.044	0.199	0.216	-0.170	0.269	0.000	0.000	0.043	0.046	0.000	0.000	0.000	0.118	0.299	-0.077	0.061	-0.020	0.018	0.056	-0.091	-0.124	0.000	0.000	0.000	0.000	0.393	0.147	0.239	0.029	0.000	0.008	0.011	0.010	0.009	0.000	0.112	0.000	0.042	0.000	0.000	0.260	0.000	0.000	-0.041	0.000	-0.003	0.121	0.121	0.063	0.067	0.098	0.051	0.018	-0.063	1.000	0.180	0.069	0.077	1.000	0.809	0.073	0.000	0.000	0.084	0.044	0.000	-0.011
infection_or_inflammation	0.134	0.050	0.080	0.000	0.000	0.215	0.000	0.000	0.265	0.000	0.000	0.248	0.023	0.260	0.128	0.000	0.000	0.203	0.180	0.020	0.000	0.202	0.061	0.000	0.645	0.441	0.300	0.140	0.098	0.000	0.189	0.090	0.260	0.167	0.000	0.000	0.189	0.464	0.000	0.000	0.000	0.283	0.160	0.562	0.000	0.000	0.000	0.000	0.000	0.074	0.120	0.061	0.000	0.239	0.000	0.000	0.000	0.175	0.517	0.000	0.298	0.317	0.000	0.000	1.000	1.000	0.236	0.172	0.000	0.000	0.000	0.123	0.656	0.254	0.000	0.260	0.133	0.000	0.167	1.000	0.061	0.000	0.000	0.117	0.476	0.735	0.144	0.000	0.833	1.000	0.489	0.000	0.162	0.000	0.000	0.180	1.000	0.070	0.242	0.180	0.220	0.960	0.643	0.117	0.000	0.365	0.118	0.000
insurance_type	0.000	0.000	0.062	0.000	0.000	0.083	0.067	0.000	0.047	0.031	0.000	0.226	0.020	0.019	0.051	0.225	0.046	0.076	0.040	0.025	0.000	0.083	0.000	0.000	0.050	0.000	0.000	0.052	0.083	0.080	0.064	0.039	0.013	0.040	0.000	0.000	0.103	0.078	0.000	0.090	0.207	0.000	0.059	0.084	0.164	0.000	0.104	0.000	0.000	0.000	0.000	0.020	0.057	0.000	0.139	0.366	0.000	0.091	0.097	0.072	0.053	0.025	0.000	0.000	0.000	0.059	0.082	0.052	0.070	0.000	0.000	0.150	0.000	0.019	0.000	0.000	0.000	0.059	0.000	0.059	0.000	0.000	0.020	0.000	0.086	0.019	0.000	0.000	0.096	0.000	0.189	0.054	0.231	0.033	0.000	0.069	0.070	1.000	0.073	0.069	0.000	0.116	0.114	0.000	0.041	0.046	0.000	0.000
other_complication	0.104	0.000	0.134	0.005	0.163	0.165	0.000	0.000	0.051	0.125	0.000	0.239	0.000	0.000	0.055	0.000	0.000	0.069	0.145	0.167	0.000	0.000	0.000	0.000	0.449	0.000	0.000	0.084	0.063	0.000	0.192	0.254	0.000	0.000	0.042	0.118	0.000	0.186	0.000	0.100	0.233	0.143	0.079	0.257	0.434	0.312	0.489	0.000	0.396	0.000	0.134	0.000	0.000	0.000	0.044	0.000	0.234	0.166	0.229	0.197	0.291	0.213	0.000	0.060	0.000	0.000	0.086	0.000	0.000	0.000	0.000	0.000	0.421	0.000	0.000	0.000	0.074	0.491	0.000	0.000	0.000	0.000	0.000	0.000	0.071	0.011	0.000	0.000	0.458	0.000	0.449	0.029	0.000	0.000	0.084	0.077	0.242	0.073	1.000	0.077	0.170	0.818	0.527	0.993	0.310	0.823	0.787	0.000
patient_name	0.072	0.270	0.130	0.299	0.105	0.265	0.102	0.006	0.150	0.000	-0.005	0.166	0.117	0.000	0.148	-0.061	0.087	0.154	0.131	0.080	0.009	0.176	0.000	0.008	0.104	-0.060	-0.064	0.128	0.111	0.185	0.053	0.012	0.000	0.098	0.142	0.113	-0.021	0.130	0.127	0.283	0.001	0.044	0.199	0.216	-0.170	0.269	0.000	0.000	0.043	0.046	0.000	0.000	0.000	0.118	0.299	-0.077	0.061	-0.020	0.018	0.056	-0.091	-0.124	0.000	0.000	0.000	0.000	0.393	0.147	0.239	0.029	0.000	0.008	0.011	0.010	0.009	0.000	0.112	0.000	0.042	0.000	0.000	0.260	0.000	0.000	-0.041	0.000	-0.003	0.121	0.121	0.063	0.067	0.098	0.051	0.018	-0.063	1.000	0.180	0.069	0.077	1.000	0.809	0.073	0.000	0.000	0.084	0.044	0.000	-0.011
physician_name	0.000	0.295	0.194	0.325	0.093	0.241	0.131	0.000	0.164	0.000	0.136	0.087	0.272	0.113	0.206	0.262	0.088	0.069	0.391	0.226	0.000	0.130	0.000	0.000	0.256	0.169	0.013	0.114	0.152	0.288	0.276	0.024	0.067	0.099	0.302	0.083	0.029	0.225	0.097	-0.145	-0.226	0.158	0.185	0.242	0.153	0.148	0.000	0.076	0.063	0.114	0.000	0.085	0.069	0.051	0.308	-0.244	-0.002	-0.156	-0.077	0.060	-0.032	-0.089	0.222	0.179	0.266	0.072	0.382	0.000	0.397	0.052	0.000	0.079	0.136	0.209	0.000	0.091	0.187	0.000	0.193	0.072	0.051	-0.069	0.109	0.000	-0.004	0.081	-0.023	0.157	0.153	0.285	0.000	0.166	0.081	-0.043	0.130	0.809	0.220	0.000	0.170	0.809	1.000	0.159	0.146	0.305	0.137	0.112	0.195	-0.059
post_discharge_complication_type	0.255	0.000	0.000	0.072	0.329	0.277	0.000	0.116	0.276	0.174	0.000	0.378	0.539	0.287	0.193	0.000	0.184	0.269	0.358	0.173	0.000	0.298	0.677	0.000	0.799	0.000	0.000	0.140	0.175	0.000	0.372	0.158	0.679	0.294	0.092	0.000	0.000	0.355	0.000	0.110	0.107	0.340	0.192	0.840	0.361	0.440	0.677	0.000	0.000	0.204	0.353	0.281	0.000	0.282	0.000	0.000	0.000	0.179	0.315	0.172	0.306	0.289	0.455	0.099	1.000	1.000	0.127	0.323	0.000	0.000	0.000	0.175	0.710	0.542	0.000	0.287	0.177	0.677	0.457	1.000	0.677	0.000	0.000	0.677	0.254	0.926	0.105	0.000	0.980	1.000	0.951	0.000	0.284	0.000	0.082	0.073	0.960	0.116	0.818	0.073	0.159	1.000	0.940	0.980	0.476	0.818	0.725	0.000
readmission_related_to_or	0.000	0.000	0.123	0.000	0.080	0.184	0.000	0.000	0.192	0.000	0.000	0.483	0.049	0.000	0.066	0.000	0.000	0.202	0.139	0.000	0.000	0.191	0.082	0.000	0.608	0.000	0.000	0.095	0.084	0.000	0.146	0.133	0.302	0.146	0.000	0.000	0.000	0.297	0.000	0.000	0.272	0.203	0.178	0.399	0.464	0.572	0.000	0.000	0.000	0.105	0.149	0.000	0.000	0.000	0.000	0.000	0.150	0.120	0.464	0.125	0.281	0.259	0.019	0.000	1.000	1.000	0.190	0.132	0.000	0.074	0.000	0.161	0.609	0.296	0.000	0.000	0.000	0.000	0.198	1.000	0.082	0.000	0.000	0.000	0.357	0.741	0.000	0.000	0.717	1.000	0.565	0.047	0.205	0.000	0.183	0.000	0.643	0.114	0.527	0.000	0.146	0.940	1.000	0.140	0.199	0.571	0.399	0.000
redo_surgery	0.000	0.000	0.281	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.500	0.000	0.000	0.000	1.000	0.000	0.007	0.091	0.100	0.000	0.000	0.000	0.000	0.073	1.000	0.457	0.000	0.000	0.000	0.096	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	1.000	0.601	0.366	0.000	0.174	1.000	0.000	0.000	0.000	0.000	0.000	0.571	0.000	0.000	0.000	0.000	1.000	0.000	0.550	0.391	0.000	0.685	0.547	0.000	0.000	1.000	1.000	0.214	0.000	1.000	0.000	0.000	0.000	0.990	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	1.000	0.000	0.000	0.164	0.000	0.000	0.000	0.096	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.117	0.000	0.993	0.000	0.305	0.980	0.140	1.000	0.000	0.993	0.174	0.000
smoking_status	0.143	0.181	0.083	0.134	0.064	0.117	0.057	0.076	0.094	0.106	0.000	0.000	0.000	0.000	0.042	0.310	0.046	0.100	0.000	0.079	0.000	0.119	0.000	0.000	0.000	0.000	0.000	0.154	0.060	0.000	0.000	0.082	0.000	0.058	0.080	0.000	0.000	0.261	0.000	0.111	0.086	0.013	0.127	0.000	0.000	0.024	0.000	0.000	0.000	0.081	0.000	0.059	0.310	0.000	0.072	0.000	0.000	0.156	0.068	0.163	0.000	0.000	0.095	0.012	0.000	0.000	0.089	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.059	0.000	0.025	0.000	0.000	0.000	0.000	0.000	0.274	0.042	0.210	0.217	0.150	0.000	0.216	0.024	0.047	0.241	0.060	0.084	0.000	0.041	0.310	0.084	0.137	0.476	0.199	0.000	1.000	0.312	0.137	0.252
unplanned_or_reason	0.095	0.023	0.136	0.000	0.157	0.162	0.061	0.034	0.091	0.117	0.000	0.208	0.000	0.490	0.034	0.000	0.000	0.118	0.220	0.161	0.000	0.072	0.699	0.000	0.495	0.000	0.000	0.079	0.110	0.000	0.187	0.135	0.000	0.092	0.088	0.214	0.000	0.195	0.000	0.000	0.000	0.136	0.091	0.464	0.500	0.512	0.699	0.000	0.337	0.000	0.126	0.487	0.000	0.000	0.000	0.210	0.236	0.160	0.067	0.171	0.342	0.246	0.000	0.100	0.000	0.995	0.056	0.000	0.000	0.000	0.000	0.000	0.693	0.000	0.000	0.569	0.061	0.700	0.000	0.995	0.000	0.000	0.000	0.000	0.060	0.026	0.000	0.000	0.423	0.487	0.449	0.000	0.000	0.000	0.299	0.044	0.365	0.046	0.823	0.044	0.112	0.818	0.571	0.993	0.312	1.000	0.995	0.000
unplanned_return_to_or	0.000	0.018	0.126	0.000	0.000	0.067	0.000	0.000	0.000	0.000	0.000	0.141	0.000	0.301	0.000	0.000	0.000	0.000	0.027	0.000	0.000	0.000	0.095	0.000	0.477	0.000	0.000	0.000	0.000	0.000	0.000	0.197	0.000	0.000	0.032	0.061	0.000	0.223	0.000	0.000	0.273	0.014	0.000	0.197	0.425	0.444	0.095	0.000	0.308	0.000	0.000	0.052	0.000	0.000	0.000	0.132	0.315	0.116	0.000	0.085	0.349	0.174	0.000	0.000	0.000	0.147	0.139	0.000	0.000	0.000	0.000	0.000	0.521	0.000	0.000	0.305	0.090	0.308	0.000	0.147	0.000	0.000	0.000	0.000	0.068	0.000	0.059	0.096	0.292	0.052	0.158	0.025	0.000	0.000	0.231	0.000	0.118	0.000	0.787	0.000	0.195	0.725	0.399	0.174	0.137	0.995	1.000	0.000
weight_kg	0.000	0.359	0.084	0.344	0.000	0.151	0.241	0.173	0.171	0.000	0.300	0.331	0.000	0.000	0.179	-0.029	0.163	0.173	0.118	0.000	0.000	0.111	0.000	0.000	0.000	0.547	0.158	0.317	0.228	0.146	0.000	0.178	0.130	0.094	0.085	0.070	0.034	0.281	0.000	0.390	0.355	0.000	0.245	0.000	0.179	0.058	0.000	0.000	0.119	0.066	0.000	0.000	0.000	0.000	0.106	-0.035	0.068	0.406	0.213	-0.262	0.159	0.374	0.000	0.000	0.000	1.000	0.135	0.184	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.071	1.000	0.130	0.244	0.000	0.000	0.400	0.000	0.881	0.683	0.000	0.000	0.000	0.326	0.000	0.654	0.136	-0.011	0.000	0.000	0.000	-0.011	-0.059	0.000	0.000	0.000	0.252	0.000	0.000	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	id_number	patient_name	phone_number	physician_name	admission_date	age	gender	governorate	marital_status	insurance_type	weight_kg	height_cm	bmi	bmi_category	blood_group	smoking_status	Reason for last hospital admission	Allergy	Hypertension	DiabetesMellitus	Dyslipidemia	CAD History	HF	Open heart surgery	AFib-tachycardia	PAD	COPD	CKD	Dialysis	Neurological/ Psychological disease	Type of Neurological/ psychological disease	Gastrointestinal Disease	Type of Gastrointestinal Disease	Endocrine Disease	Type of Endocrine Disease	Other_History	Current Medication	Antihypertensive	Antiplatelets	Anticoagulant	Antidiabetic	Thyroidal Medication	Antipsychotic	Betablocker	Cholesterol Lowering Drug	Diuratic	OtherMedication	Reason of Admission	ICD10	ER Admission Before Surgery	Diagnosis in ER	Radiology	Type of medical Imaging	Imaging Diagnosis	Pre-BUN	BUN day 1 post surgery	BUN before Discharge	Pre-Creatinine	Creatinine_D1	Creatinine before Discharge	Pre Na	Na day 1 post surgery	Na before Discharge	Pre HB	HB day 1 post surgery	HB before discharge	Pre Platelet	Platelet day 1 post surgery	Platelet befor eDischarge	Date of Surgery	Code of surgeon	Surgery	Emergency Status of surgery	Sub Type Of The Surgery	Descriptio Of Surgery	Duration Of Surgery	Extubation Post OR	Blood Loss during surgery	Urine Output	Pathology Findings	Tumor Category	Pathology description	Anesthesia type	Way Of Anesthesia	Complication During Surgery	Blood Transfusion During Surgery	Number of transfused PC during surgery	Floor	Antibiotics Post Operation	Anticoagulants Post Operation	Analgesics Post Operation	Complication Post Surgery	Cardiac Complication	Type of cardiac Complication	Pulmonary complication	Type of pulmonary complication	Renal complication	Type of renal complication	Bleeding post operation at the site of surgery that requires transfer of >= 4 packet cells within 72 hrs after surgery	Neurological complication	Type of nurologic complication	Stroke	Type of stroke	Coma	Major wound disruption	Infection of the surgical site	Type of bacteria at the surgical site	Bacteremia	Type of bacteria in blood	Other positive cultures related to surgery	Type of culture related to surgery	BacteriaTypeRelatedToSurgery	Graft rejection	Unplanned transfer to intensive care unit	Sepsis	Septic Shock	Collection	Unplanned Intubation	mv_48h_or_more	unplanned_return_to_or	unplanned_or_reason	other_complication	death_in_hospital_postop	hospital_stay_days	answered_call_followup	complication_post_discharge	er_visit	post_discharge_complication_type	readmission_related_to_or	infection_or_inflammation	redo_surgery	admission_other_hospital	death_post_discharge	notes_description
0	7165	965	89000001	15.0	2025-04-27	6.0	male	Beqaa	no	government	27.0	123.0	17.8	underweight	NaN	no smoking	0	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	0	0	0	no	no	no	no	no	no	no	no	no	no	no	left severe hydronephrosis-left pyeloplasty	N30	no	no	no	no	0	9.0	NaN	NaN	0.48	NaN	NaN	140.0	NaN	NaN	13.6	NaN	NaN	392.0	NaN	NaN	2025-04-28	15	Urologic surgery	no	pyeloplasty	left pyeloplasty	185.0	5.0	NaN	NaN	no tumor	NaN	erosion	General	Inhalation and IV	no	no	0	Second floor-OBS	yes	no	yes	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	4	no	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
1	7428	1228	89000001	68.0	2025-04-05	80.0	male	Mount Lebanon	yes	government	70.0	170.0	24.2	normal	7	smoking	nephrectomy	no	yes	no	no	no	no	no	no	no	no	no	no	no	no	no	no	0	0	aortic aneurysm	yes	yes	no	no	no	no	no	yes	no	no	no	intestinal perforation-aortic dissection-ruptured abdominal aneurysm-urgent repair of abdominal aortic dissection was done on 4.5.2025 by Dr.Mohammad Saab	NaN	yes	aneurysm-aortic dissection	yes	CT	ruptured aneurysm-hematoma	34.0	31.0	NaN	0.93	0.78	NaN	138.0	142.0	NaN	10.5	11.9	NaN	236.0	314.0	NaN	2025-04-15	21	General surgery	yes	colectomy	perforation of right colon-right hemicolectomy-anastomosis-ileostomy	145.0	NaN	NaN	300.0	no tumor	NaN	inflammation	General	Inhalation and IV	no	no	0	ICU	yes	yes	yes	yes	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	yes	no	no	no	no	no	no	yes	5	no	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	The patient admitted with ruptured abdominal aneurysm. Urgent repair of abdominal aortic dissection was done on 4.5.2025 by Dr.Mohamad Saab. CT on 15.4.2025: mild bilateral pleural effusion, lung basal atelectasis, large thrombosis AAA, hematoma, and severe pneumoperitoneum suggesting colonic perforation. Death was on 19.4.2025 due to septic shock and cardiac arrest.
2	7069	869	89000001	54.0	2025-03-12	55.0	male	Beirut	yes	private	90.0	190.0	24.9	normal	NaN	no smoking	craniotomy	no	no	no	no	no	no	no	no	no	no	no	no	yes	epilepsy	no	no	0	0	0	yes	no	no	no	no	no	yes	no	no	no	no	previous blast injury-infected bedsore-pneumonia-seizure-aspiration-septic shock on yes4.3.2025-wound culture on yes3.3.2025: heavy proteus mirabilis ESBL-tissue culture on yes2.4.2025:heavy klebsiella oxytoca CRE-heavy providence rettgri ESBL-blood culture on 4.4.2025:staphylococcus capitis	J69.9-L89.9	yes	epilepsy	no	no	0	NaN	15.0	38.0	0.73	1.14	1.55	153.0	135.0	142.0	11.3	7.8	9.3	33.0	270.0	214.0	2025-04-12	20	General surgery	no	excision of cyst-mass	excision of necrotic tissue of bilateral feet	22.0	NaN	NaN	NaN	-	NaN	NaN	Sedation	Inhalation and IV	no	no	0	ICU	yes	no	yes	yes	no	no	no	no	no	no	no	no	no	no	no	no	no	yes	klebsiella pneumonia CRE	yes	staphylococcus epidermidis-psuedomonas aeruginosa	no	no	no	no	no	no	no	no	no	no	no	no	no	no	65	yes	no	no	no	no	no	no	no	no	The patient admitted with previous blast injury, infected bedsore, pneumonia, and seizure. Bacteremia, infected wound, and Septic shock were reported before surgery. He experienced tachycardia and tachypnea on 21.4.2025. Bacteremia on 4.4.2025: staphylococcus capitis. Bedsore culture (right and left foot) on 21.4.2025: heavy klebsiella pneumonia CRE. Blood culture on 21.4.2025: pseudomonas aeruginosa.
3	7068	868	89000001	54.0	2025-04-01	48.0	female	Mount Lebanon	yes	government	NaN	NaN	NaN	NaN	NaN	no smoking	0	no	yes	yes	no	no	no	no	no	no	no	no	no	no	no	no	no	yes	hyperthyroidism	0	yes	yes	yes	no	yes	yes	no	yes	yes	no	no	blast injury-amputation of left lower leg-spleen rupture-right leg fracture-eye injury-wound culture on yes.4.2025: few staphylococcus epidermidis, few staphylococcus warneri and few staphylococcus aureus methicillin resistant	T14.8-S36.0-Y89.1-Y83.5	yes	blast injury	no	no	0	14.0	9.0	NaN	0.56	0.51	0.40	143.0	144.0	NaN	10.6	9.4	NaN	305.0	196.0	NaN	2025-04-01	2+38+33+52	Orthopedic surgery	no	amputation	bilateral leg debridement-insertion of steinmenn pin right leg-amputation left foot-splenectomy-bleeding control-exploration of both eyes	191.0	10.0	600.0	400.0	no tumor	NaN	lasceration-hematoma	General	Inhalation and IV	no	yes	3	ICU	yes	no	yes	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	9	no	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
4	7471	1271	89000001	41.0	2025-04-12	37.0	female	non lebanese	yes	private	NaN	NaN	NaN	NaN	NaN	no smoking	0	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	0	0	0	no	no	no	no	no	no	no	no	no	no	no	altered LOC-obstructive hydrocephaly-craniopharyngioma	NaN	no	no	no	no	0	8.0	14.0	27.0	0.48	0.43	1.54	147.0	151.0	128.0	12.2	9.5	10.2	282.0	217.0	46.0	2025-04-27	37	Neurosurgery	no	ُEVD	EVD insertion in the right ventricle	33.0	NaN	NaN	NaN	-	NaN	NaN	Local	NaN	no	no	0	ICU	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	26	no	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
5	7473	1273	89000001	41.0	2025-04-12	37.0	female	non lebanese	yes	private	NaN	NaN	NaN	NaN	NaN	no smoking	0	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	0	0	0	no	no	no	no	no	no	no	no	no	no	no	altered LOC-obstructive hydrocephaly-craniopharyngioma	NaN	no	no	no	no	0	NaN	17.0	27.0	0.42	0.48	1.54	136.0	147.0	128.0	12.6	12.2	10.2	460.0	282.0	46.0	2025-04-25	41	Neurosurgery	no	EVD	creation of external CSF shunt	NaN	NaN	NaN	NaN	-	NaN	NaN	NaN	NaN	no	no	0	ICU	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	27	no	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
6	7070	870	89000001	54.0	2024-12-03	59.0	female	Mount Lebanon	yes	government	58.0	156.0	23.8	normal	NaN	no smoking	AV fistula	no	yes	no	no	no	no	no	no	no	yes	yes	yes	no	no	no	no	0	0	0	no	no	no	no	no	no	no	no	no	no	no	decrease LOC-multicomorbidities and multiorgan failure-infected kimal-sepsis-septic shock-CVA-pneumonia--fatigure-dizziness-leukocytosis-UTI-bacteremia on 3.yes2.2024: staphylococcus capitis	N18.6-A41.9-R65.2	yes	infected kimal	no	no	0	28.0	NaN	45.0	4.71	NaN	1.96	139.0	NaN	143.0	11.9	7.5	7.7	413.0	248.0	145.0	2025-04-14	33	General surgery	no	debridement	sacral bedsore debridement-excision of decubitus ulcer	18.0	NaN	NaN	NaN	no tumor	NaN	necrosis	General	Inhalation and IV	no	no	0	Third floor-Suite	yes	yes	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	45	no	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
7	7393	1193	89000001	31.0	2025-04-14	34.0	female	Mount Lebanon	yes	government	63.0	156.0	25.9	overweight	NaN	no smoking	cholecystectomy	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	0	0	0	no	no	no	no	no	no	no	no	no	no	no	left carpal tunnel	NaN	no	no	no	no	0	10.0	NaN	NaN	0.58	NaN	NaN	142.0	NaN	NaN	12.0	NaN	NaN	214.0	NaN	NaN	2025-04-15	31	Neurosurgery	no	nerve decompression	left carpal tunnel	31.0	NaN	NaN	NaN	-	NaN	NaN	RegionalRegional	Inhalation and IV	no	no	0	Third floor-Suite	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	1	yes	no	no	no	no	no	no	no	no	NaN
8	7072	872	89000001	54.0	2024-12-03	59.0	female	Mount Lebanon	yes	government	58.0	156.0	23.8	normal	NaN	no smoking	AV fistula	no	yes	no	no	no	no	no	no	no	yes	yes	yes	no	no	no	no	0	0	0	no	no	no	no	no	no	no	no	no	no	no	decrease LOC-multicomorbidities and multiorgan failure-infected kimal-sepsis-septic shock-CVA-pneumonia--fatigure-dizziness-leukocytosis-UTI-bacteremia on 3.yes2.2024: staphylococcus capitis	N18.6-A41.9-R65.2	no	no	no	no	0	28.0	26.0	45.0	4.71	1.51	1.96	139.0	137.0	143.0	11.9	7.8	7.7	413.0	338.0	145.0	2025-04-24	8	Vascular surgery	no	kimal insertion	change of infected kimal-kimal insertion	8.0	NaN	NaN	NaN	-	NaN	NaN	General	Inhalation	no	no	0	Third floor-Suite	yes	yes	no	yes	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	yes	achromobacter denitrificans-achromobacter xylosoxidans	no	no	no	no	no	no	no	no	no	no	no	no	no	yes	35	no	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	The patient admitted with multiomorbidities and multiorgan failure, infected kimal: staphylococcus capitis, sepsis, septic shock, CVA, pneumonia, leukocytosis, and UTI. Bacteremia on 25.2.2025 (hospital acquired): pseudomonas aeruginosa, on 19.4.2025: klebsiella pneumonia CRE, on 21.4.2025: staphylococcus epidermidis, on 23.5.2025: achromobacter denitrificans, and on 24.5.2025: achromobacter xylosoxidans. Death was on 27.5.2025 due to cardiogenic shock and sepsis.
9	7206	1006	89000001	20.0	2025-04-25	20.0	male	non lebanese	no	private	70.0	160.0	27.3	overweight	NaN	smoking	tonsillectomy	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	0	0	0	no	no	no	no	no	no	no	no	no	no	no	pilonidal cyst	L05	no	no	no	no	0	15.0	NaN	NaN	0.93	NaN	NaN	141.0	NaN	NaN	17.0	NaN	NaN	105.0	NaN	NaN	2025-04-26	20	General surgery	no	excision of cyst-mass	pilonidal cyst excision	10.0	NaN	NaN	NaN	no tumor	NaN	pilonidal sinus	Spinal	Inhalation and IV	no	no	0	Third floor-New suite	yes	no	yes	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	2	no	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

	id_number	patient_name	phone_number	physician_name	admission_date	age	gender	governorate	marital_status	insurance_type	weight_kg	height_cm	bmi	bmi_category	blood_group	smoking_status	Reason for last hospital admission	Allergy	Hypertension	DiabetesMellitus	Dyslipidemia	CAD History	HF	Open heart surgery	AFib-tachycardia	PAD	COPD	CKD	Dialysis	Neurological/ Psychological disease	Type of Neurological/ psychological disease	Gastrointestinal Disease	Type of Gastrointestinal Disease	Current Medication	Antihypertensive	Antiplatelets	Anticoagulant	Antidiabetic	Thyroidal Medication	Antipsychotic	Betablocker	Cholesterol Lowering Drug	Diuratic	OtherMedication	Reason of Admission	ICD10	ER Admission Before Surgery	Diagnosis in ER	Radiology	Type of medical Imaging	Imaging Diagnosis	Pre-BUN	BUN day 1 post surgery	BUN before Discharge	Pre-Creatinine	Creatinine_D1	Creatinine before Discharge	Pre Na	Na day 1 post surgery	Na before Discharge	Pre HB	HB day 1 post surgery	HB before discharge	Pre Platelet	Platelet day 1 post surgery	Platelet befor eDischarge	Date of Surgery	Code of surgeon	Surgery	Emergency Status of surgery	Sub Type Of The Surgery	Descriptio Of Surgery	Duration Of Surgery	Extubation Post OR	Blood Loss during surgery	Urine Output	Pathology Findings	Tumor Category	Pathology description	Anesthesia type	Way Of Anesthesia	Complication During Surgery	Blood Transfusion During Surgery	Floor	Antibiotics Post Operation	Anticoagulants Post Operation	Analgesics Post Operation	Complication Post Surgery	Cardiac Complication	Type of cardiac Complication	Pulmonary complication	Type of pulmonary complication	Renal complication	Type of renal complication	Bleeding post operation at the site of surgery that requires transfer of >= 4 packet cells within 72 hrs after surgery	Neurological complication	Type of nurologic complication	Stroke	Type of stroke	Coma	Major wound disruption	Infection of the surgical site	Type of bacteria at the surgical site	Bacteremia	Type of bacteria in blood	Other positive cultures related to surgery	Type of culture related to surgery	BacteriaTypeRelatedToSurgery	Graft rejection	Unplanned transfer to intensive care unit	Sepsis	Septic Shock	Collection	Unplanned Intubation	mv_48h_or_more	unplanned_return_to_or	unplanned_or_reason	other_complication	death_in_hospital_postop	hospital_stay_days	answered_call_followup	complication_post_discharge	er_visit	post_discharge_complication_type	readmission_related_to_or	infection_or_inflammation	redo_surgery	admission_other_hospital	death_post_discharge	notes_description
512	7350	1150	89000001	28.0	2025-04-07	36.0	male	Beqaa	yes	government	79.0	170.0	27.3	overweight	NaN	smoking	TURB	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	kidney transplant (D)	Z52.4	no	no	no	no	0	17.0	NaN	NaN	0.80	1.26	NaN	137.0	138.0	NaN	17.5	14.4	13.4	197.0	167.0	147.0	2025-04-09	28	Transplantation	no	kidney transplant (D)	kidney transplant (D)	235.0	15.0	NaN	2000.0	-	NaN	NaN	General	Inhalation and IV	no	no	Fourth floor-New	yes	yes	yes	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	4	yes	no	no	no	no	no	no	no	no	NaN
513	7251	1051	89000001	20.0	2025-04-11	70.0	male	Mount Lebanon	yes	private	54.0	164.0	20.1	normal	NaN	smoking	JJ removal	no	no	no	no	yes	no	no	no	no	no	no	no	no	no	no	no	yes	no	no	no	no	no	no	yes	no	no	no	right inguinal hernia	K40	yes	right inguinal hernia	no	no	0	51.0	NaN	NaN	1.83	1.13	NaN	142.0	142.0	NaN	14.2	NaN	NaN	316.0	NaN	NaN	2025-04-12	20	General surgery	no	hernia surgery	right inguinal hernia repair	56.0	NaN	NaN	NaN	-	NaN	NaN	Spinal	Inhalation and IV	no	no	TCU	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	3	no	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
514	7519	1319	89000001	46.0	2025-04-24	29.0	female	Mount Lebanon	yes	government	75.0	166.0	27.2	overweight	NaN	smoking	C/S	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	appendectomy	K35.9	yes	appendicitis	yes	CT	appendicitis	NaN	NaN	NaN	0.59	NaN	NaN	NaN	NaN	NaN	13.6	NaN	12.9	317.0	NaN	300.0	2025-04-24	7	General surgery	yes	appendectomy	appendectomy	80.0	5.0	NaN	NaN	no tumor	NaN	inflammation	General	Inhalation and IV	no	no	TCU	yes	no	yes	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	5	yes	no	no	no	no	no	no	no	no	NaN
515	7346	1146	89000001	28.0	2025-04-08	70.0	female	South	2	government	84.0	152.0	36.4	obese	NaN	smoking	excision of vocal cord polyps	no	yes	no	yes	no	no	no	no	no	yes	no	no	no	no	no	no	yes	no	no	no	no	no	no	yes	yes	no	no	cholecystectomy	K80	no	no	yes	Echo	GB stone-right kidney cyst	23.0	NaN	NaN	0.92	NaN	0.82	138.0	NaN	141.0	12.5	NaN	13.7	328.0	NaN	231.0	2025-04-14	28	General surgery	no	cholecystectomy	cholecystectomy	81.0	13.0	NaN	NaN	no tumor	NaN	inflammation	General	Inhalation and IV	no	no	TCU	yes	no	yes	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	3	yes	no	no	no	no	no	no	no	no	NaN
516	7369	1169	89000001	29.0	2025-04-08	3.0	female	South	no	government	16.0	99.0	16.3	underweight	NaN	no smoking	0	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	right distal humerus displaced fracture	S42.4	yes	right distal humerus displaced fracture	yes	yes	right distal humerus displaced fracture	14.0	NaN	NaN	0.42	NaN	NaN	NaN	NaN	NaN	11.4	NaN	NaN	352.0	NaN	NaN	2025-04-09	29	Orthopedic surgery	no	humerus surgery	right distal humerus fracture fixation with 3 k wires	35.0	5.0	NaN	NaN	-	NaN	NaN	General	Inhalation and IV	no	no	TCU	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	1	no	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
517	7374	1174	89000001	30.0	2025-04-21	37.0	male	Mount Lebanon	yes	ensurance	115.0	190.0	31.9	obese	NaN	smoking	ventral hernia	no	yes	no	no	no	no	no	no	no	no	no	no	no	no	no	no	yes	yes	no	no	no	no	no	no	no	no	no	left elbow fracture	NaN	yes	left elbow fracture	no	no	0	11.0	NaN	NaN	0.83	NaN	NaN	137.0	NaN	NaN	15.1	NaN	NaN	269.0	NaN	NaN	2025-04-22	30	Orthopedic surgery	no	lower arm surgery	fixation of proximal ulna fracture and radial head fracture with plates and screws-supinater and LUCL complex sutured and fixed by plate	325.0	NaN	NaN	NaN	-	NaN	NaN	General	Inhalation and IV	no	no	TCU	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	3	yes	no	no	no	no	no	no	no	no	NaN
518	7516	1316	89000001	46.0	2025-04-17	45.0	male	Mount Lebanon	yes	ensurance	86.0	180.0	26.5	overweight	NaN	smoking	appendectomy	medication	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	fall down-left elbow fracture	S52.0	yes	polytrauma	yes	yes	left olecranon fracture	13.0	NaN	NaN	0.93	NaN	NaN	140.0	NaN	NaN	15.2	NaN	NaN	218.0	NaN	NaN	2025-04-19	46+29	Orthopedic surgery	no	lower arm surgery	ORIF-leftolecranono fracture fixation by 2 kwires	65.0	NaN	NaN	NaN	-	NaN	NaN	RegionalRegional	Inhalation and IV	no	no	TCU	no	no	yes	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	2	yes	no	no	no	no	no	no	no	no	NaN
519	7151	951	89000001	12.0	2025-04-22	29.0	male	non lebanese	yes	private	70.0	178.0	22.1	normal	NaN	smoking	0	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	right testicular torsion-right orchiopexy	N20	yes	right testicular torsion	yes	Echo	right testicular torsion	13.0	NaN	NaN	0.79	NaN	NaN	139.0	NaN	NaN	16.2	NaN	NaN	276.0	NaN	NaN	2025-04-22	12	Urologic surgery	yes	torsion repair	right testicular torsion repair-right orchiopexy	10.0	NaN	NaN	NaN	-	NaN	NaN	General	Inhalation and IV	no	no	TCU	yes	no	yes	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	2	no	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
520	7475	1275	89000001	41.0	2025-04-12	37.0	female	non lebanese	yes	private	NaN	NaN	NaN	NaN	NaN	no smoking	0	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	altered LOC-obstructive hydrocephaly-craniopharyngioma	G91.1-D44.4	yes	ICB	yes	CT	lesion above the sella turcica and extended superiorly through the 3rd ventricle which obstruct the foramen of mono and causing hydrocephaly	NaN	17.0	27.0	NaN	0.52	1.54	NaN	145.0	128.0	NaN	11.9	10.2	NaN	388.0	46.0	2025-04-12	41	Neurosurgery	yes	EVD	EVD insertion in the right ventricle	27.0	NaN	NaN	NaN	-	NaN	NaN	General	Inhalation and IV	no	no	ICU	yes	no	no	yes	no	no	no	no	no	no	no	yes	hemorrhagic CVA	yes	hemorrhagic	no	no	yes	enterococcus faecalis	no	no	yes	CSF	acinetobacter baumanii	no	no	no	no	no	no	no	yes	EVD torn out	no	yes	40	no	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	The patient admitted to the hospital with craniopharyngioma causing hydrocephaly. Urgent EVD insertion was done by Dr. Milad Chaalan on 12.4.2025. Wound culture on 21.4.2025: few enterococcus faecalis. EVD was displaced and CSF was leaked all around the EVD insertion site on 22.4.2025. CSF culture on 23.4.2025 and 24.5.2025: heavy acinetobacter baumanii. The patient has torn out the EVD and creation of CSF shunt was done by Dr. Milad Chaalan on 25.4.2025. Intrathecal colistin injection was failed due to obstruction on 26.4.2025. Insertion of EVD drain was done by Dr. Mohamad Yazbeck on 27.4.2025. CSF analysis on 29.4.2025 showed elevated WBCs. Resection of tumor through the carotid optic cisterna pathway was done by Dr. Milad Chaalan on 13.5.2025. CT on 28.4.2025 showed recent 1.2 cm hyperdense hemorrhage at the right hippocampus. Death was on 22.5.2025 due to hemorrhage, meningitis and obstructive hydrocephaly
521	7383	1183	89000001	31.0	2025-04-28	22.0	male	Mount Lebanon	no	private	93.0	173.0	31.1	obese	NaN	no smoking	0	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	AVM removal-AVM complicated by ICM	NaN	no	no	no	no	0	12.0	15.0	18.0	0.73	0.74	0.68	140.0	141.0	140.0	16.4	13.8	15.2	182.0	172.0	227.0	2025-04-29	31	Neurosurgery	no	excision of cyst-mass	left occipital AVM removal	284.0	20.0	NaN	600.0	no tumor	NaN	arteriovenous malformation	General	Inhalation and IV	no	no	ICU	yes	yes	yes	yes	no	no	no	no	no	no	no	yes	seizure	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	no	meningitis	no	7	yes	yes	yes	meningitis	no	no	no	no	no	The patient readmitted under care of Dr. Mahmoud Younes on 10.5.2025 (6 days post discharge) via ER: seizure, and meningitis.

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